Dataset statistics
| Number of variables | 45 |
|---|---|
| Number of observations | 24999 |
| Missing cells | 72599 |
| Missing cells (%) | 6.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 8.6 MiB |
| Average record size in memory | 360.0 B |
Variable types
| Numeric | 23 |
|---|---|
| Categorical | 22 |
int_rate has a high cardinality: 361 distinct values | High cardinality |
emp_title has a high cardinality: 19952 distinct values | High cardinality |
issue_d has a high cardinality: 55 distinct values | High cardinality |
desc has a high cardinality: 16661 distinct values | High cardinality |
title has a high cardinality: 12893 distinct values | High cardinality |
zip_code has a high cardinality: 787 distinct values | High cardinality |
earliest_cr_line has a high cardinality: 495 distinct values | High cardinality |
revol_util has a high cardinality: 1059 distinct values | High cardinality |
last_pymnt_d has a high cardinality: 101 distinct values | High cardinality |
last_credit_pull_d has a high cardinality: 102 distinct values | High cardinality |
loan_amnt is highly correlated with funded_amnt and 6 other fields | High correlation |
funded_amnt is highly correlated with loan_amnt and 6 other fields | High correlation |
funded_amnt_inv is highly correlated with loan_amnt and 6 other fields | High correlation |
installment is highly correlated with loan_amnt and 6 other fields | High correlation |
delinq_2yrs is highly correlated with mths_since_last_delinq | High correlation |
mths_since_last_delinq is highly correlated with delinq_2yrs and 1 other fields | High correlation |
mths_since_last_record is highly correlated with mths_since_last_delinq and 2 other fields | High correlation |
open_acc is highly correlated with total_acc | High correlation |
pub_rec is highly correlated with mths_since_last_record and 1 other fields | High correlation |
total_acc is highly correlated with open_acc | High correlation |
out_prncp is highly correlated with out_prncp_inv | High correlation |
out_prncp_inv is highly correlated with out_prncp | High correlation |
total_pymnt is highly correlated with loan_amnt and 6 other fields | High correlation |
total_pymnt_inv is highly correlated with loan_amnt and 6 other fields | High correlation |
total_rec_prncp is highly correlated with loan_amnt and 7 other fields | High correlation |
total_rec_int is highly correlated with loan_amnt and 6 other fields | High correlation |
recoveries is highly correlated with collection_recovery_fee | High correlation |
collection_recovery_fee is highly correlated with recoveries | High correlation |
last_pymnt_amnt is highly correlated with total_rec_prncp | High correlation |
pub_rec_bankruptcies is highly correlated with mths_since_last_record and 1 other fields | High correlation |
loan_amnt is highly correlated with funded_amnt and 6 other fields | High correlation |
funded_amnt is highly correlated with loan_amnt and 6 other fields | High correlation |
funded_amnt_inv is highly correlated with loan_amnt and 6 other fields | High correlation |
installment is highly correlated with loan_amnt and 6 other fields | High correlation |
delinq_2yrs is highly correlated with mths_since_last_delinq | High correlation |
mths_since_last_delinq is highly correlated with delinq_2yrs | High correlation |
mths_since_last_record is highly correlated with pub_rec and 1 other fields | High correlation |
open_acc is highly correlated with total_acc | High correlation |
pub_rec is highly correlated with mths_since_last_record and 1 other fields | High correlation |
total_acc is highly correlated with open_acc | High correlation |
out_prncp is highly correlated with out_prncp_inv | High correlation |
out_prncp_inv is highly correlated with out_prncp | High correlation |
total_pymnt is highly correlated with loan_amnt and 6 other fields | High correlation |
total_pymnt_inv is highly correlated with loan_amnt and 6 other fields | High correlation |
total_rec_prncp is highly correlated with loan_amnt and 7 other fields | High correlation |
total_rec_int is highly correlated with loan_amnt and 6 other fields | High correlation |
recoveries is highly correlated with collection_recovery_fee | High correlation |
collection_recovery_fee is highly correlated with recoveries | High correlation |
last_pymnt_amnt is highly correlated with total_rec_prncp | High correlation |
pub_rec_bankruptcies is highly correlated with mths_since_last_record and 1 other fields | High correlation |
loan_amnt is highly correlated with funded_amnt and 6 other fields | High correlation |
funded_amnt is highly correlated with loan_amnt and 6 other fields | High correlation |
funded_amnt_inv is highly correlated with loan_amnt and 6 other fields | High correlation |
installment is highly correlated with loan_amnt and 6 other fields | High correlation |
delinq_2yrs is highly correlated with mths_since_last_delinq | High correlation |
mths_since_last_delinq is highly correlated with delinq_2yrs | High correlation |
mths_since_last_record is highly correlated with pub_rec and 1 other fields | High correlation |
open_acc is highly correlated with total_acc | High correlation |
pub_rec is highly correlated with mths_since_last_record and 1 other fields | High correlation |
total_acc is highly correlated with open_acc | High correlation |
out_prncp is highly correlated with out_prncp_inv | High correlation |
out_prncp_inv is highly correlated with out_prncp | High correlation |
total_pymnt is highly correlated with loan_amnt and 6 other fields | High correlation |
total_pymnt_inv is highly correlated with loan_amnt and 6 other fields | High correlation |
total_rec_prncp is highly correlated with loan_amnt and 6 other fields | High correlation |
total_rec_int is highly correlated with loan_amnt and 6 other fields | High correlation |
recoveries is highly correlated with collection_recovery_fee | High correlation |
collection_recovery_fee is highly correlated with recoveries | High correlation |
pub_rec_bankruptcies is highly correlated with mths_since_last_record and 1 other fields | High correlation |
loan_status is highly correlated with next_pymnt_d | High correlation |
pub_rec is highly correlated with pub_rec_bankruptcies | High correlation |
grade is highly correlated with sub_grade | High correlation |
next_pymnt_d is highly correlated with loan_status and 1 other fields | High correlation |
term is highly correlated with next_pymnt_d | High correlation |
pub_rec_bankruptcies is highly correlated with pub_rec | High correlation |
sub_grade is highly correlated with grade | High correlation |
loan_amnt is highly correlated with funded_amnt and 7 other fields | High correlation |
funded_amnt is highly correlated with loan_amnt and 7 other fields | High correlation |
funded_amnt_inv is highly correlated with loan_amnt and 8 other fields | High correlation |
term is highly correlated with sub_grade and 1 other fields | High correlation |
installment is highly correlated with loan_amnt and 6 other fields | High correlation |
grade is highly correlated with sub_grade | High correlation |
sub_grade is highly correlated with term and 2 other fields | High correlation |
issue_d is highly correlated with mths_since_last_record | High correlation |
loan_status is highly correlated with out_prncp and 1 other fields | High correlation |
mths_since_last_record is highly correlated with funded_amnt_inv and 3 other fields | High correlation |
open_acc is highly correlated with total_acc | High correlation |
pub_rec is highly correlated with mths_since_last_record and 1 other fields | High correlation |
total_acc is highly correlated with open_acc | High correlation |
out_prncp is highly correlated with loan_status and 2 other fields | High correlation |
out_prncp_inv is highly correlated with loan_status and 2 other fields | High correlation |
total_pymnt is highly correlated with loan_amnt and 7 other fields | High correlation |
total_pymnt_inv is highly correlated with loan_amnt and 7 other fields | High correlation |
total_rec_prncp is highly correlated with loan_amnt and 7 other fields | High correlation |
total_rec_int is highly correlated with loan_amnt and 10 other fields | High correlation |
recoveries is highly correlated with collection_recovery_fee | High correlation |
collection_recovery_fee is highly correlated with recoveries | High correlation |
last_pymnt_amnt is highly correlated with loan_amnt and 5 other fields | High correlation |
pub_rec_bankruptcies is highly correlated with mths_since_last_record and 1 other fields | High correlation |
desc has 8192 (32.8%) missing values | Missing |
mths_since_last_delinq has 16240 (65.0%) missing values | Missing |
mths_since_last_record has 23320 (93.3%) missing values | Missing |
next_pymnt_d has 24301 (97.2%) missing values | Missing |
pub_rec_bankruptcies has 417 (1.7%) missing values | Missing |
annual_inc is highly skewed (γ1 = 36.3657122) | Skewed |
collection_recovery_fee is highly skewed (γ1 = 23.05081549) | Skewed |
delinq_2yrs has 22317 (89.3%) zeros | Zeros |
inq_last_6mths has 12185 (48.7%) zeros | Zeros |
mths_since_last_delinq has 260 (1.0%) zeros | Zeros |
mths_since_last_record has 404 (1.6%) zeros | Zeros |
revol_bal has 621 (2.5%) zeros | Zeros |
out_prncp has 24301 (97.2%) zeros | Zeros |
out_prncp_inv has 24301 (97.2%) zeros | Zeros |
total_rec_late_fee has 23744 (95.0%) zeros | Zeros |
recoveries has 22375 (89.5%) zeros | Zeros |
collection_recovery_fee has 22634 (90.5%) zeros | Zeros |
Reproduction
| Analysis started | 2021-10-21 17:29:50.461451 |
|---|---|
| Analysis finished | 2021-10-21 17:31:48.614703 |
| Duration | 1 minute and 58.15 seconds |
| Software version | pandas-profiling v3.1.1 |
| Download configuration | config.json |
| Distinct | 781 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11262.4985 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2400 |
| Q1 | 5562.5 |
| median | 10000 |
| Q3 | 15000 |
| 95-th percentile | 25000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 9437.5 |
Descriptive statistics
| Standard deviation | 7391.976258 |
|---|---|
| Coefficient of variation (CV) | 0.6563353822 |
| Kurtosis | 0.7453467735 |
| Mean | 11262.4985 |
| Median Absolute Deviation (MAD) | 5000 |
| Skewness | 1.043139418 |
| Sum | 281551200 |
| Variance | 54641313 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 1804 | 7.2% |
| 12000 | 1508 | 6.0% |
| 5000 | 1259 | 5.0% |
| 6000 | 1225 | 4.9% |
| 15000 | 1195 | 4.8% |
| 20000 | 1039 | 4.2% |
| 8000 | 964 | 3.9% |
| 25000 | 887 | 3.5% |
| 4000 | 683 | 2.7% |
| 3000 | 650 | 2.6% |
| Other values (771) | 13785 |
| Value | Count | Frequency (%) |
| 500 | 2 | < 0.1% |
| 900 | 2 | < 0.1% |
| 950 | 1 | < 0.1% |
| 1000 | 166 | |
| 1050 | 3 | < 0.1% |
| 1100 | 3 | < 0.1% |
| 1125 | 1 | < 0.1% |
| 1150 | 1 | < 0.1% |
| 1200 | 85 | |
| 1250 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 398 | |
| 34800 | 2 | < 0.1% |
| 34525 | 1 | < 0.1% |
| 34475 | 4 | < 0.1% |
| 34200 | 1 | < 0.1% |
| 34000 | 11 | < 0.1% |
| 33950 | 5 | < 0.1% |
| 33600 | 4 | < 0.1% |
| 33500 | 1 | < 0.1% |
| 33250 | 1 | < 0.1% |
| Distinct | 951 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10985.0994 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2400 |
| Q1 | 5500 |
| median | 10000 |
| Q3 | 15000 |
| 95-th percentile | 25000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 9500 |
Descriptive statistics
| Standard deviation | 7123.122668 |
|---|---|
| Coefficient of variation (CV) | 0.648434976 |
| Kurtosis | 0.9385199004 |
| Mean | 10985.0994 |
| Median Absolute Deviation (MAD) | 5000 |
| Skewness | 1.071784771 |
| Sum | 274616500 |
| Variance | 50738876.54 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 1750 | 7.0% |
| 12000 | 1453 | 5.8% |
| 5000 | 1253 | 5.0% |
| 6000 | 1219 | 4.9% |
| 15000 | 1119 | 4.5% |
| 8000 | 955 | 3.8% |
| 20000 | 919 | 3.7% |
| 25000 | 725 | 2.9% |
| 4000 | 682 | 2.7% |
| 3000 | 646 | 2.6% |
| Other values (941) | 14278 |
| Value | Count | Frequency (%) |
| 500 | 2 | < 0.1% |
| 900 | 2 | < 0.1% |
| 950 | 1 | < 0.1% |
| 1000 | 166 | |
| 1050 | 3 | < 0.1% |
| 1100 | 3 | < 0.1% |
| 1125 | 1 | < 0.1% |
| 1150 | 1 | < 0.1% |
| 1200 | 87 | |
| 1250 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 330 | |
| 34800 | 1 | < 0.1% |
| 34525 | 1 | < 0.1% |
| 34475 | 3 | < 0.1% |
| 34250 | 1 | < 0.1% |
| 34000 | 10 | < 0.1% |
| 33950 | 4 | < 0.1% |
| 33600 | 4 | < 0.1% |
| 33500 | 1 | < 0.1% |
| 33250 | 1 | < 0.1% |
funded_amnt_inv
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 5518 |
|---|---|
| Distinct (%) | 22.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10435.34441 |
| Minimum | 0 |
|---|---|
| Maximum | 35000 |
| Zeros | 87 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2000 |
| Q1 | 5000 |
| median | 9000 |
| Q3 | 14400 |
| 95-th percentile | 24700 |
| Maximum | 35000 |
| Range | 35000 |
| Interquartile range (IQR) | 9400 |
Descriptive statistics
| Standard deviation | 7064.11343 |
|---|---|
| Coefficient of variation (CV) | 0.676941091 |
| Kurtosis | 1.06142007 |
| Mean | 10435.34441 |
| Median Absolute Deviation (MAD) | 4200 |
| Skewness | 1.095251814 |
| Sum | 260873174.9 |
| Variance | 49901698.55 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 822 | 3.3% |
| 5000 | 805 | 3.2% |
| 6000 | 773 | 3.1% |
| 12000 | 695 | 2.8% |
| 8000 | 533 | 2.1% |
| 3000 | 510 | 2.0% |
| 4000 | 479 | 1.9% |
| 15000 | 411 | 1.6% |
| 7000 | 379 | 1.5% |
| 2000 | 280 | 1.1% |
| Other values (5508) | 19312 |
| Value | Count | Frequency (%) |
| 0 | 87 | |
| 0.000654607 | 1 | < 0.1% |
| 0.001867696 | 1 | < 0.1% |
| 0.001963093 | 1 | < 0.1% |
| 0.002283598 | 1 | < 0.1% |
| 0.002373058 | 1 | < 0.1% |
| 0.002915021 | 1 | < 0.1% |
| 0.003084491 | 1 | < 0.1% |
| 0.00310016 | 1 | < 0.1% |
| 0.00435368 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 81 | |
| 34993.65539 | 1 | < 0.1% |
| 34993.32571 | 1 | < 0.1% |
| 34993.19696 | 1 | < 0.1% |
| 34987.98452 | 1 | < 0.1% |
| 34977.34674 | 1 | < 0.1% |
| 34975.81636 | 1 | < 0.1% |
| 34975 | 51 | |
| 34972.35245 | 1 | < 0.1% |
| 34972.12183 | 1 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 249990 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 36 months |
| 3rd row | 36 months |
| 4th row | 60 months |
| 5th row | 60 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 18203 | |
| 60 months | 6796 | 27.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| months | 24999 | |
| 36 | 18203 | |
| 60 | 6796 | 13.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 49998 | ||
| s | 24999 | |
| h | 24999 | |
| t | 24999 | |
| n | 24999 | |
| o | 24999 | |
| m | 24999 | |
| 6 | 24999 | |
| 3 | 18203 | 7.3% |
| 0 | 6796 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 149994 | |
| Space Separator | 49998 | 20.0% |
| Decimal Number | 49998 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 24999 | |
| h | 24999 | |
| t | 24999 | |
| n | 24999 | |
| o | 24999 | |
| m | 24999 |
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 24999 | |
| 3 | 18203 | |
| 0 | 6796 | 13.6% |
Space Separator
| Value | Count | Frequency (%) |
| 49998 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 149994 | |
| Common | 99996 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 24999 | |
| h | 24999 | |
| t | 24999 | |
| n | 24999 | |
| o | 24999 | |
| m | 24999 |
Common
| Value | Count | Frequency (%) |
| 49998 | ||
| 6 | 24999 | |
| 3 | 18203 | 18.2% |
| 0 | 6796 | 6.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 249990 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 49998 | ||
| s | 24999 | |
| h | 24999 | |
| t | 24999 | |
| n | 24999 | |
| o | 24999 | |
| m | 24999 | |
| 6 | 24999 | |
| 3 | 18203 | 7.3% |
| 0 | 6796 | 2.7% |
| Distinct | 361 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| 10.99% | 602 |
|---|---|
| 13.49% | 520 |
| 11.49% | 499 |
| 7.51% | 496 |
| 7.88% | 476 |
| Other values (356) |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.697067883 |
| Min length | 5 |
Characters and Unicode
| Total characters | 142421 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 28 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 7.51% |
|---|---|
| 2nd row | 8.94% |
| 3rd row | 13.57% |
| 4th row | 20.89% |
| 5th row | 17.49% |
Common Values
| Value | Count | Frequency (%) |
| 10.99% | 602 | 2.4% |
| 13.49% | 520 | 2.1% |
| 11.49% | 499 | 2.0% |
| 7.51% | 496 | 2.0% |
| 7.88% | 476 | 1.9% |
| 7.49% | 427 | 1.7% |
| 11.71% | 374 | 1.5% |
| 9.99% | 367 | 1.5% |
| 11.99% | 360 | 1.4% |
| 5.42% | 355 | 1.4% |
| Other values (351) | 20523 |
Length
| Value | Count | Frequency (%) |
| 10.99 | 602 | 2.4% |
| 13.49 | 520 | 2.1% |
| 11.49 | 499 | 2.0% |
| 7.51 | 496 | 2.0% |
| 7.88 | 476 | 1.9% |
| 7.49 | 427 | 1.7% |
| 11.71 | 374 | 1.5% |
| 9.99 | 367 | 1.5% |
| 11.99 | 360 | 1.4% |
| 5.42 | 355 | 1.4% |
| Other values (351) | 20523 |
Most occurring characters
| Value | Count | Frequency (%) |
| % | 24999 | |
| . | 24999 | |
| 1 | 23989 | |
| 9 | 13742 | |
| 2 | 8063 | 5.7% |
| 6 | 7636 | 5.4% |
| 7 | 7588 | 5.3% |
| 4 | 7038 | 4.9% |
| 5 | 6286 | 4.4% |
| 3 | 6230 | 4.4% |
| Other values (2) | 11851 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 92423 | |
| Other Punctuation | 49998 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 23989 | |
| 9 | 13742 | |
| 2 | 8063 | 8.7% |
| 6 | 7636 | 8.3% |
| 7 | 7588 | 8.2% |
| 4 | 7038 | 7.6% |
| 5 | 6286 | 6.8% |
| 3 | 6230 | 6.7% |
| 8 | 6022 | 6.5% |
| 0 | 5829 | 6.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| % | 24999 | |
| . | 24999 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 142421 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| % | 24999 | |
| . | 24999 | |
| 1 | 23989 | |
| 9 | 13742 | |
| 2 | 8063 | 5.7% |
| 6 | 7636 | 5.4% |
| 7 | 7588 | 5.3% |
| 4 | 7038 | 4.9% |
| 5 | 6286 | 4.4% |
| 3 | 6230 | 4.4% |
| Other values (2) | 11851 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 142421 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| % | 24999 | |
| . | 24999 | |
| 1 | 23989 | |
| 9 | 13742 | |
| 2 | 8063 | 5.7% |
| 6 | 7636 | 5.4% |
| 7 | 7588 | 5.3% |
| 4 | 7038 | 4.9% |
| 5 | 6286 | 4.4% |
| 3 | 6230 | 4.4% |
| Other values (2) | 11851 |
| Distinct | 11618 |
|---|---|
| Distinct (%) | 46.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 325.5068243 |
| Minimum | 16.08 |
|---|---|
| Maximum | 1305.19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 16.08 |
|---|---|
| 5-th percentile | 73.928 |
| Q1 | 168.64 |
| median | 283.2 |
| Q3 | 431.25 |
| 95-th percentile | 753.51 |
| Maximum | 1305.19 |
| Range | 1289.11 |
| Interquartile range (IQR) | 262.61 |
Descriptive statistics
| Standard deviation | 206.9950526 |
|---|---|
| Coefficient of variation (CV) | 0.6359161686 |
| Kurtosis | 1.230732774 |
| Mean | 325.5068243 |
| Median Absolute Deviation (MAD) | 122.73 |
| Skewness | 1.115339594 |
| Sum | 8137345.1 |
| Variance | 42846.95178 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 311.11 | 47 | 0.2% |
| 311.02 | 35 | 0.1% |
| 180.96 | 35 | 0.1% |
| 339.31 | 30 | 0.1% |
| 187.69 | 30 | 0.1% |
| 186.61 | 30 | 0.1% |
| 312.82 | 29 | 0.1% |
| 303.27 | 28 | 0.1% |
| 368.45 | 27 | 0.1% |
| 373.33 | 27 | 0.1% |
| Other values (11608) | 24681 |
| Value | Count | Frequency (%) |
| 16.08 | 1 | |
| 16.47 | 1 | |
| 21.25 | 1 | |
| 21.99 | 1 | |
| 22.24 | 1 | |
| 22.94 | 1 | |
| 23.17 | 1 | |
| 23.51 | 1 | |
| 24.16 | 1 | |
| 24.27 | 1 |
| Value | Count | Frequency (%) |
| 1305.19 | 1 | < 0.1% |
| 1295.21 | 1 | < 0.1% |
| 1288.1 | 1 | < 0.1% |
| 1283.5 | 1 | < 0.1% |
| 1276.6 | 2 | |
| 1272.2 | 1 | < 0.1% |
| 1269.73 | 3 | |
| 1265.16 | 1 | < 0.1% |
| 1263.23 | 1 | < 0.1% |
| 1257.98 | 2 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| B | |
|---|---|
| A | |
| C | |
| D | |
| E | |
| Other values (2) |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 24999 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A |
|---|---|
| 2nd row | A |
| 3rd row | C |
| 4th row | F |
| 5th row | D |
Common Values
| Value | Count | Frequency (%) |
| B | 7497 | |
| A | 6293 | |
| C | 5090 | |
| D | 3431 | |
| E | 1804 | 7.2% |
| F | 678 | 2.7% |
| G | 206 | 0.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| b | 7497 | |
| a | 6293 | |
| c | 5090 | |
| d | 3431 | |
| e | 1804 | 7.2% |
| f | 678 | 2.7% |
| g | 206 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 7497 | |
| A | 6293 | |
| C | 5090 | |
| D | 3431 | |
| E | 1804 | 7.2% |
| F | 678 | 2.7% |
| G | 206 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 24999 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 7497 | |
| A | 6293 | |
| C | 5090 | |
| D | 3431 | |
| E | 1804 | 7.2% |
| F | 678 | 2.7% |
| G | 206 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 24999 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 7497 | |
| A | 6293 | |
| C | 5090 | |
| D | 3431 | |
| E | 1804 | 7.2% |
| F | 678 | 2.7% |
| G | 206 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24999 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 7497 | |
| A | 6293 | |
| C | 5090 | |
| D | 3431 | |
| E | 1804 | 7.2% |
| F | 678 | 2.7% |
| G | 206 | 0.8% |
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| A4 | |
|---|---|
| B3 | |
| A5 | |
| B5 | |
| B4 | 1573 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 49998 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A4 |
|---|---|
| 2nd row | A5 |
| 3rd row | C3 |
| 4th row | F1 |
| 5th row | D5 |
Common Values
| Value | Count | Frequency (%) |
| A4 | 1831 | 7.3% |
| B3 | 1777 | 7.1% |
| A5 | 1757 | 7.0% |
| B5 | 1732 | 6.9% |
| B4 | 1573 | 6.3% |
| C1 | 1338 | 5.4% |
| B2 | 1290 | 5.2% |
| C2 | 1267 | 5.1% |
| B1 | 1125 | 4.5% |
| A3 | 1107 | 4.4% |
| Other values (25) | 10202 |
Length
| Value | Count | Frequency (%) |
| a4 | 1831 | 7.3% |
| b3 | 1777 | 7.1% |
| a5 | 1757 | 7.0% |
| b5 | 1732 | 6.9% |
| b4 | 1573 | 6.3% |
| c1 | 1338 | 5.4% |
| b2 | 1290 | 5.2% |
| c2 | 1267 | 5.1% |
| b1 | 1125 | 4.5% |
| a3 | 1107 | 4.4% |
| Other values (25) | 10202 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 7497 | |
| A | 6293 | |
| 4 | 5225 | |
| 5 | 5164 | |
| 3 | 5105 | |
| C | 5090 | |
| 2 | 4978 | |
| 1 | 4527 | |
| D | 3431 | |
| E | 1804 | 3.6% |
| Other values (2) | 884 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 24999 | |
| Decimal Number | 24999 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 7497 | |
| A | 6293 | |
| C | 5090 | |
| D | 3431 | |
| E | 1804 | 7.2% |
| F | 678 | 2.7% |
| G | 206 | 0.8% |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 5225 | |
| 5 | 5164 | |
| 3 | 5105 | |
| 2 | 4978 | |
| 1 | 4527 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 24999 | |
| Common | 24999 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 7497 | |
| A | 6293 | |
| C | 5090 | |
| D | 3431 | |
| E | 1804 | 7.2% |
| F | 678 | 2.7% |
| G | 206 | 0.8% |
Common
| Value | Count | Frequency (%) |
| 4 | 5225 | |
| 5 | 5164 | |
| 3 | 5105 | |
| 2 | 4978 | |
| 1 | 4527 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 49998 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 7497 | |
| A | 6293 | |
| 4 | 5225 | |
| 5 | 5164 | |
| 3 | 5105 | |
| C | 5090 | |
| 2 | 4978 | |
| 1 | 4527 | |
| D | 3431 | |
| E | 1804 | 3.6% |
| Other values (2) | 884 | 1.8% |
| Distinct | 19952 |
|---|---|
| Distinct (%) | 79.8% |
| Missing | 6 |
| Missing (%) | < 0.1% |
| Memory size | 195.4 KiB |
| Bank of America | 109 |
|---|---|
| IBM | 66 |
| AT&T | 59 |
| Kaiser Permanente | 56 |
| Lockheed Martin | 44 |
| Other values (19947) |
Length
| Max length | 78 |
|---|---|
| Median length | 18 |
| Mean length | 18.51074301 |
| Min length | 2 |
Characters and Unicode
| Total characters | 462639 |
|---|---|
| Distinct characters | 92 |
| Distinct categories | 14 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 17797 ? |
|---|---|
| Unique (%) | 71.2% |
Sample
| 1st row | 15 |
|---|---|
| 2nd row | 1400 |
| 3rd row | 36000 |
| 4th row | 553742017 |
| 5th row | old palm inc |
Common Values
| Value | Count | Frequency (%) |
| Bank of America | 109 | 0.4% |
| IBM | 66 | 0.3% |
| AT&T | 59 | 0.2% |
| Kaiser Permanente | 56 | 0.2% |
| Lockheed Martin | 44 | 0.2% |
| JP Morgan Chase | 37 | 0.1% |
| Department of Defense | 36 | 0.1% |
| JPMorgan Chase | 36 | 0.1% |
| Booz Allen Hamilton | 34 | 0.1% |
| Northrop Grumman | 34 | 0.1% |
| Other values (19942) | 24482 |
Length
| Value | Count | Frequency (%) |
| inc | 2262 | 3.4% |
| of | 1949 | 2.9% |
| 871 | 1.3% | |
| and | 701 | 1.0% |
| county | 613 | 0.9% |
| city | 606 | 0.9% |
| services | 564 | 0.8% |
| bank | 554 | 0.8% |
| center | 547 | 0.8% |
| school | 496 | 0.7% |
| Other values (14290) | 58283 |
Most occurring characters
| Value | Count | Frequency (%) |
| 43475 | 9.4% | |
| e | 37182 | 8.0% |
| a | 30148 | 6.5% |
| n | 29875 | 6.5% |
| o | 29182 | 6.3% |
| i | 27145 | 5.9% |
| r | 26863 | 5.8% |
| t | 25507 | 5.5% |
| s | 20030 | 4.3% |
| l | 17960 | 3.9% |
| Other values (82) | 175272 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 331474 | |
| Uppercase Letter | 80137 | 17.3% |
| Space Separator | 43475 | 9.4% |
| Other Punctuation | 5920 | 1.3% |
| Decimal Number | 768 | 0.2% |
| Dash Punctuation | 643 | 0.1% |
| Open Punctuation | 101 | < 0.1% |
| Close Punctuation | 99 | < 0.1% |
| Math Symbol | 14 | < 0.1% |
| Other Symbol | 2 | < 0.1% |
| Other values (4) | 6 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 11070 | |
| A | 6545 | 8.2% |
| S | 6044 | 7.5% |
| I | 5555 | 6.9% |
| M | 5074 | 6.3% |
| L | 4265 | 5.3% |
| P | 4187 | 5.2% |
| B | 3962 | 4.9% |
| E | 3941 | 4.9% |
| D | 3910 | 4.9% |
| Other values (18) | 25584 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 37182 | |
| a | 30148 | |
| n | 29875 | |
| o | 29182 | |
| i | 27145 | 8.2% |
| r | 26863 | 8.1% |
| t | 25507 | 7.7% |
| s | 20030 | 6.0% |
| l | 17960 | 5.4% |
| c | 16174 | 4.9% |
| Other values (17) | 71408 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 2657 | |
| , | 1542 | |
| & | 988 | 16.7% |
| ' | 460 | 7.8% |
| / | 211 | 3.6% |
| # | 27 | 0.5% |
| @ | 7 | 0.1% |
| " | 7 | 0.1% |
| : | 5 | 0.1% |
| ! | 5 | 0.1% |
| Other values (4) | 11 | 0.2% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 160 | |
| 2 | 134 | |
| 3 | 118 | |
| 0 | 78 | |
| 4 | 74 | |
| 5 | 56 | 7.3% |
| 6 | 45 | 5.9% |
| 9 | 43 | 5.6% |
| 7 | 35 | 4.6% |
| 8 | 25 | 3.3% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 100 | |
| [ | 1 | 1.0% |
Math Symbol
| Value | Count | Frequency (%) |
| + | 13 | |
| | | 1 | 7.1% |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 1 | |
| ¢ | 1 |
Space Separator
| Value | Count | Frequency (%) |
| 43475 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 643 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 99 |
Other Symbol
| Value | Count | Frequency (%) |
| © | 2 |
Other Number
| Value | Count | Frequency (%) |
| ² | 2 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1 |
Control
| Value | Count | Frequency (%) |
| | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 411611 | |
| Common | 51028 | 11.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 37182 | 9.0% |
| a | 30148 | 7.3% |
| n | 29875 | 7.3% |
| o | 29182 | 7.1% |
| i | 27145 | 6.6% |
| r | 26863 | 6.5% |
| t | 25507 | 6.2% |
| s | 20030 | 4.9% |
| l | 17960 | 4.4% |
| c | 16174 | 3.9% |
| Other values (45) | 151545 |
Common
| Value | Count | Frequency (%) |
| 43475 | ||
| . | 2657 | 5.2% |
| , | 1542 | 3.0% |
| & | 988 | 1.9% |
| - | 643 | 1.3% |
| ' | 460 | 0.9% |
| / | 211 | 0.4% |
| 1 | 160 | 0.3% |
| 2 | 134 | 0.3% |
| 3 | 118 | 0.2% |
| Other values (27) | 640 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 462629 | |
| None | 10 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 43475 | 9.4% | |
| e | 37182 | 8.0% |
| a | 30148 | 6.5% |
| n | 29875 | 6.5% |
| o | 29182 | 6.3% |
| i | 27145 | 5.9% |
| r | 26863 | 5.8% |
| t | 25507 | 5.5% |
| s | 20030 | 4.3% |
| l | 17960 | 3.9% |
| Other values (75) | 175262 |
None
| Value | Count | Frequency (%) |
| © | 2 | |
| ² | 2 | |
| Ã | 2 | |
| Â | 1 | |
| ¢ | 1 | |
| | 1 | |
| â | 1 |
emp_length
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 41 |
| Missing (%) | 0.2% |
| Memory size | 195.4 KiB |
| 10+ years | |
|---|---|
| 2 years | |
| < 1 year | |
| 3 years | |
| 4 years | |
| Other values (6) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.475719208 |
| Min length | 6 |
Characters and Unicode
| Total characters | 186579 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10+ years |
|---|---|
| 2nd row | 1 year |
| 3rd row | 4 years |
| 4th row | 10+ years |
| 5th row | 5 years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 5565 | |
| 2 years | 2871 | |
| < 1 year | 2864 | |
| 3 years | 2723 | |
| 4 years | 2282 | |
| 5 years | 2150 | 8.6% |
| 1 year | 2121 | 8.5% |
| 6 years | 1427 | 5.7% |
| 7 years | 1145 | 4.6% |
| 8 years | 970 | 3.9% |
Length
| Value | Count | Frequency (%) |
| years | 19973 | |
| 10 | 5565 | 10.5% |
| year | 4985 | 9.4% |
| 1 | 4985 | 9.4% |
| 2 | 2871 | 5.4% |
| 2864 | 5.4% | |
| 3 | 2723 | 5.2% |
| 4 | 2282 | 4.3% |
| 5 | 2150 | 4.1% |
| 6 | 1427 | 2.7% |
| Other values (3) | 2955 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 27822 | ||
| r | 24958 | |
| y | 24958 | |
| e | 24958 | |
| a | 24958 | |
| s | 19973 | |
| 1 | 10550 | 5.7% |
| + | 5565 | 3.0% |
| 0 | 5565 | 3.0% |
| 2 | 2871 | 1.5% |
| Other values (8) | 14401 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 119805 | |
| Decimal Number | 30523 | 16.4% |
| Space Separator | 27822 | 14.9% |
| Math Symbol | 8429 | 4.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 10550 | |
| 0 | 5565 | |
| 2 | 2871 | 9.4% |
| 3 | 2723 | 8.9% |
| 4 | 2282 | 7.5% |
| 5 | 2150 | 7.0% |
| 6 | 1427 | 4.7% |
| 7 | 1145 | 3.8% |
| 8 | 970 | 3.2% |
| 9 | 840 | 2.8% |
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 24958 | |
| y | 24958 | |
| e | 24958 | |
| a | 24958 | |
| s | 19973 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 5565 | |
| < | 2864 |
Space Separator
| Value | Count | Frequency (%) |
| 27822 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 119805 | |
| Common | 66774 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 27822 | ||
| 1 | 10550 | 15.8% |
| + | 5565 | 8.3% |
| 0 | 5565 | 8.3% |
| 2 | 2871 | 4.3% |
| < | 2864 | 4.3% |
| 3 | 2723 | 4.1% |
| 4 | 2282 | 3.4% |
| 5 | 2150 | 3.2% |
| 6 | 1427 | 2.1% |
| Other values (3) | 2955 | 4.4% |
Latin
| Value | Count | Frequency (%) |
| r | 24958 | |
| y | 24958 | |
| e | 24958 | |
| a | 24958 | |
| s | 19973 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 186579 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 27822 | ||
| r | 24958 | |
| y | 24958 | |
| e | 24958 | |
| a | 24958 | |
| s | 19973 | |
| 1 | 10550 | 5.7% |
| + | 5565 | 3.0% |
| 0 | 5565 | 3.0% |
| 2 | 2871 | 1.5% |
| Other values (8) | 14401 |
home_ownership
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| RENT | |
|---|---|
| MORTGAGE | |
| OWN | |
| OTHER | 62 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.710028401 |
| Min length | 3 |
Characters and Unicode
| Total characters | 142745 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | RENT |
| 3rd row | OWN |
| 4th row | MORTGAGE |
| 5th row | MORTGAGE |
Common Values
| Value | Count | Frequency (%) |
| RENT | 12034 | |
| MORTGAGE | 11118 | |
| OWN | 1785 | 7.1% |
| OTHER | 62 | 0.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| rent | 12034 | |
| mortgage | 11118 | |
| own | 1785 | 7.1% |
| other | 62 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 23214 | |
| E | 23214 | |
| R | 23214 | |
| G | 22236 | |
| N | 13819 | |
| O | 12965 | |
| A | 11118 | |
| M | 11118 | |
| W | 1785 | 1.3% |
| H | 62 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 142745 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 23214 | |
| E | 23214 | |
| R | 23214 | |
| G | 22236 | |
| N | 13819 | |
| O | 12965 | |
| A | 11118 | |
| M | 11118 | |
| W | 1785 | 1.3% |
| H | 62 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 142745 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 23214 | |
| E | 23214 | |
| R | 23214 | |
| G | 22236 | |
| N | 13819 | |
| O | 12965 | |
| A | 11118 | |
| M | 11118 | |
| W | 1785 | 1.3% |
| H | 62 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 142745 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 23214 | |
| E | 23214 | |
| R | 23214 | |
| G | 22236 | |
| N | 13819 | |
| O | 12965 | |
| A | 11118 | |
| M | 11118 | |
| W | 1785 | 1.3% |
| H | 62 | < 0.1% |
| Distinct | 3624 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69941.35235 |
| Minimum | 4080 |
|---|---|
| Maximum | 6000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 4080 |
|---|---|
| 5-th percentile | 24996 |
| Q1 | 42000 |
| median | 60000 |
| Q3 | 84000 |
| 95-th percentile | 142000 |
| Maximum | 6000000 |
| Range | 5995920 |
| Interquartile range (IQR) | 42000 |
Descriptive statistics
| Standard deviation | 69394.10716 |
|---|---|
| Coefficient of variation (CV) | 0.9921756561 |
| Kurtosis | 2591.622465 |
| Mean | 69941.35235 |
| Median Absolute Deviation (MAD) | 20000 |
| Skewness | 36.3657122 |
| Sum | 1748463867 |
| Variance | 4815542108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 923 | 3.7% |
| 50000 | 682 | 2.7% |
| 45000 | 559 | 2.2% |
| 40000 | 543 | 2.2% |
| 75000 | 521 | 2.1% |
| 65000 | 517 | 2.1% |
| 30000 | 497 | 2.0% |
| 70000 | 482 | 1.9% |
| 48000 | 450 | 1.8% |
| 80000 | 437 | 1.7% |
| Other values (3614) | 19388 |
| Value | Count | Frequency (%) |
| 4080 | 1 | < 0.1% |
| 4200 | 1 | < 0.1% |
| 4800 | 1 | < 0.1% |
| 5500 | 1 | < 0.1% |
| 6000 | 3 | < 0.1% |
| 7200 | 2 | < 0.1% |
| 8000 | 3 | < 0.1% |
| 8004 | 1 | < 0.1% |
| 8472 | 1 | < 0.1% |
| 9600 | 15 |
| Value | Count | Frequency (%) |
| 6000000 | 1 | |
| 3900000 | 1 | |
| 2039784 | 1 | |
| 1900000 | 1 | |
| 1782000 | 1 | |
| 1440000 | 1 | |
| 1362000 | 1 | |
| 1200000 | 2 | |
| 1176000 | 1 | |
| 948000 | 1 |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| Not Verified | |
|---|---|
| Verified | |
| Source Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 11.50034001 |
| Min length | 8 |
Characters and Unicode
| Total characters | 287497 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Source Verified |
|---|---|
| 2nd row | Not Verified |
| 3rd row | Not Verified |
| 4th row | Verified |
| 5th row | Not Verified |
Common Values
| Value | Count | Frequency (%) |
| Not Verified | 10762 | |
| Verified | 7886 | |
| Source Verified | 6351 |
Length
Pie chart
| Value | Count | Frequency (%) |
| verified | 24999 | |
| not | 10762 | |
| source | 6351 | 15.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 56349 | |
| i | 49998 | |
| r | 31350 | |
| d | 24999 | |
| f | 24999 | |
| V | 24999 | |
| 17113 | 6.0% | |
| o | 17113 | 6.0% |
| t | 10762 | 3.7% |
| N | 10762 | 3.7% |
| Other values (3) | 19053 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 228272 | |
| Uppercase Letter | 42112 | 14.6% |
| Space Separator | 17113 | 6.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 56349 | |
| i | 49998 | |
| r | 31350 | |
| d | 24999 | |
| f | 24999 | |
| o | 17113 | 7.5% |
| t | 10762 | 4.7% |
| c | 6351 | 2.8% |
| u | 6351 | 2.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 24999 | |
| N | 10762 | |
| S | 6351 | 15.1% |
Space Separator
| Value | Count | Frequency (%) |
| 17113 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 270384 | |
| Common | 17113 | 6.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 56349 | |
| i | 49998 | |
| r | 31350 | |
| d | 24999 | |
| f | 24999 | |
| V | 24999 | |
| o | 17113 | 6.3% |
| t | 10762 | 4.0% |
| N | 10762 | 4.0% |
| c | 6351 | 2.3% |
| Other values (2) | 12702 | 4.7% |
Common
| Value | Count | Frequency (%) |
| 17113 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 287497 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 56349 | |
| i | 49998 | |
| r | 31350 | |
| d | 24999 | |
| f | 24999 | |
| V | 24999 | |
| 17113 | 6.0% | |
| o | 17113 | 6.0% |
| t | 10762 | 3.7% |
| N | 10762 | 3.7% |
| Other values (3) | 19053 | 6.6% |
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| 11-Dec | 1426 |
|---|---|
| 11-Nov | 1347 |
| 11-Sep | 1324 |
| 11-Oct | 1284 |
| 11-Aug | 1215 |
| Other values (50) |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.836033441 |
| Min length | 5 |
Characters and Unicode
| Total characters | 145895 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 10-Sep |
|---|---|
| 2nd row | 10-Jan |
| 3rd row | 9-Oct |
| 4th row | 11-Nov |
| 5th row | 11-Jul |
Common Values
| Value | Count | Frequency (%) |
| 11-Dec | 1426 | 5.7% |
| 11-Nov | 1347 | 5.4% |
| 11-Sep | 1324 | 5.3% |
| 11-Oct | 1284 | 5.1% |
| 11-Aug | 1215 | 4.9% |
| 11-Jul | 1175 | 4.7% |
| 11-Jun | 1160 | 4.6% |
| 11-May | 1051 | 4.2% |
| 11-Apr | 1008 | 4.0% |
| 11-Mar | 931 | 3.7% |
| Other values (45) | 13078 |
Length
| Value | Count | Frequency (%) |
| 11-dec | 1426 | 5.7% |
| 11-nov | 1347 | 5.4% |
| 11-sep | 1324 | 5.3% |
| 11-oct | 1284 | 5.1% |
| 11-aug | 1215 | 4.9% |
| 11-jul | 1175 | 4.7% |
| 11-jun | 1160 | 4.6% |
| 11-may | 1051 | 4.2% |
| 11-apr | 1008 | 4.0% |
| 11-mar | 931 | 3.7% |
| Other values (45) | 13078 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 34508 | |
| - | 24999 | |
| 0 | 7292 | 5.0% |
| e | 6549 | 4.5% |
| u | 6536 | 4.5% |
| J | 5784 | 4.0% |
| c | 5203 | 3.6% |
| a | 5111 | 3.5% |
| p | 4108 | 2.8% |
| A | 4040 | 2.8% |
| Other values (18) | 41765 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 49998 | |
| Decimal Number | 45899 | |
| Dash Punctuation | 24999 | |
| Uppercase Letter | 24999 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6549 | |
| u | 6536 | |
| c | 5203 | |
| a | 5111 | |
| p | 4108 | |
| n | 3580 | |
| r | 3531 | |
| v | 2584 | 5.2% |
| o | 2584 | 5.2% |
| t | 2430 | 4.9% |
| Other values (4) | 7782 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 5784 | |
| A | 4040 | |
| M | 3612 | |
| D | 2773 | |
| N | 2584 | |
| O | 2430 | |
| S | 2319 | |
| F | 1457 | 5.8% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 34508 | |
| 0 | 7292 | 15.9% |
| 9 | 2996 | 6.5% |
| 8 | 953 | 2.1% |
| 7 | 150 | 0.3% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 24999 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 74997 | |
| Common | 70898 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6549 | 8.7% |
| u | 6536 | 8.7% |
| J | 5784 | 7.7% |
| c | 5203 | 6.9% |
| a | 5111 | 6.8% |
| p | 4108 | 5.5% |
| A | 4040 | 5.4% |
| M | 3612 | 4.8% |
| n | 3580 | 4.8% |
| r | 3531 | 4.7% |
| Other values (12) | 26943 |
Common
| Value | Count | Frequency (%) |
| 1 | 34508 | |
| - | 24999 | |
| 0 | 7292 | 10.3% |
| 9 | 2996 | 4.2% |
| 8 | 953 | 1.3% |
| 7 | 150 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 145895 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 34508 | |
| - | 24999 | |
| 0 | 7292 | 5.0% |
| e | 6549 | 4.5% |
| u | 6536 | 4.5% |
| J | 5784 | 4.0% |
| c | 5203 | 3.6% |
| a | 5111 | 3.5% |
| p | 4108 | 2.8% |
| A | 4040 | 2.8% |
| Other values (18) | 41765 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| Fully Paid | |
|---|---|
| Charged Off | |
| Current | 698 |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 10.05520221 |
| Min length | 7 |
Characters and Unicode
| Total characters | 251370 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Charged Off |
|---|---|
| 2nd row | Fully Paid |
| 3rd row | Fully Paid |
| 4th row | Current |
| 5th row | Fully Paid |
Common Values
| Value | Count | Frequency (%) |
| Fully Paid | 20827 | |
| Charged Off | 3474 | 13.9% |
| Current | 698 | 2.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| paid | 20827 | |
| fully | 20827 | |
| off | 3474 | 7.0% |
| charged | 3474 | 7.0% |
| current | 698 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 41654 | |
| d | 24301 | |
| 24301 | ||
| a | 24301 | |
| u | 21525 | |
| i | 20827 | |
| y | 20827 | |
| P | 20827 | |
| F | 20827 | |
| f | 6948 | 2.8% |
| Other values (8) | 25032 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 177769 | |
| Uppercase Letter | 49300 | 19.6% |
| Space Separator | 24301 | 9.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 41654 | |
| d | 24301 | |
| a | 24301 | |
| u | 21525 | |
| i | 20827 | |
| y | 20827 | |
| f | 6948 | 3.9% |
| r | 4870 | 2.7% |
| e | 4172 | 2.3% |
| h | 3474 | 2.0% |
| Other values (3) | 4870 | 2.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 20827 | |
| F | 20827 | |
| C | 4172 | 8.5% |
| O | 3474 | 7.0% |
Space Separator
| Value | Count | Frequency (%) |
| 24301 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 227069 | |
| Common | 24301 | 9.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 41654 | |
| d | 24301 | |
| a | 24301 | |
| u | 21525 | |
| i | 20827 | |
| y | 20827 | |
| P | 20827 | |
| F | 20827 | |
| f | 6948 | 3.1% |
| r | 4870 | 2.1% |
| Other values (7) | 20162 |
Common
| Value | Count | Frequency (%) |
| 24301 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 251370 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 41654 | |
| d | 24301 | |
| 24301 | ||
| a | 24301 | |
| u | 21525 | |
| i | 20827 | |
| y | 20827 | |
| P | 20827 | |
| F | 20827 | |
| f | 6948 | 2.8% |
| Other values (8) | 25032 |
| Distinct | 16661 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 8192 |
| Missing (%) | 32.8% |
| Memory size | 195.4 KiB |
| 135 | |
| Debt Consolidation | 4 |
| refinancing | 2 |
| credit card debt consolidation | 2 |
| debt consolidation | 2 |
| Other values (16656) |
Length
| Max length | 3976 |
|---|---|
| Median length | 288 |
| Mean length | 427.4410067 |
| Min length | 1 |
Characters and Unicode
| Total characters | 7184001 |
|---|---|
| Distinct characters | 139 |
| Distinct categories | 17 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 4 ? |
Unique
| Unique | 16650 ? |
|---|---|
| Unique (%) | 99.1% |
Sample
| 1st row | Borrower added on 08/30/10 > thank you<br/> |
|---|---|
| 2nd row | Borrower added on 01/14/10 > Green city housing project<br/> Borrower added on 01/23/10 > I mistyped in the application. $1400 is the current rent we pay. <br/><br/>My employer is Emerson, and my role is marketing and biz dev director. Been with them for 3 years now. My 2009 annual compensation was ~160K. <br/><br/>I have zero credit card debt or car loans. Purpose of the loan is to buy real estate in my home town in India. It costs ~$140K. Rather than taking a mortgage there, I want to buy the property outright. I used $125K from my savings, and I am short $15K. The name of the building community is Green City - www.vplprojects.com.<br/> |
| 3rd row | |
| 4th row | Borrower added on 11/10/11 > Consolidate all debt. On Job 27 years. Loan payment is less than 7%<br>of monthly income.<br> |
| 5th row | Borrower added on 06/29/11 > thanks for the help.<br/> |
Common Values
| Value | Count | Frequency (%) |
| 135 | 0.5% | |
| Debt Consolidation | 4 | < 0.1% |
| refinancing | 2 | < 0.1% |
| credit card debt consolidation | 2 | < 0.1% |
| debt consolidation | 2 | < 0.1% |
| Borrower added on 09/21/11 > Debt consolidation<br/> | 2 | < 0.1% |
| Camping Membership | 2 | < 0.1% |
| Motorcycle Loan | 2 | < 0.1% |
| I have 2nd mortgage on a rental property with balance of $109k. I have cash flow of $85k and plan to pay off the 2nd mortgage using this loan to make up for rest of the balance. You will see a 2nd mortgage debt on my credit around $965.00 which will go away once this loan is approved as I will be paying it off. The interest rate needs to be below 9% since I can use my credit card to borrow same money for 10%. | 2 | < 0.1% |
| Personal loan | 2 | < 0.1% |
| Other values (16651) | 16652 | |
| (Missing) | 8192 |
Length
| Value | Count | Frequency (%) |
| i | 49098 | 3.8% |
| to | 44997 | 3.5% |
| a | 34523 | 2.7% |
| the | 34233 | 2.6% |
| and | 34201 | 2.6% |
| my | 32571 | 2.5% |
| on | 30685 | 2.4% |
| 23195 | 1.8% | |
| for | 20766 | 1.6% |
| have | 20552 | 1.6% |
| Other values (39405) | 967193 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1334899 | ||
| e | 599750 | 8.3% |
| a | 450037 | 6.3% |
| o | 446547 | 6.2% |
| t | 409799 | 5.7% |
| n | 385304 | 5.4% |
| r | 370053 | 5.2% |
| i | 312061 | 4.3% |
| s | 267670 | 3.7% |
| d | 250709 | 3.5% |
| Other values (129) | 2357172 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5124065 | |
| Space Separator | 1334940 | 18.6% |
| Decimal Number | 216787 | 3.0% |
| Other Punctuation | 204469 | 2.8% |
| Uppercase Letter | 186131 | 2.6% |
| Math Symbol | 88051 | 1.2% |
| Currency Symbol | 10454 | 0.1% |
| Dash Punctuation | 8460 | 0.1% |
| Close Punctuation | 4658 | 0.1% |
| Open Punctuation | 4253 | 0.1% |
| Other values (7) | 1733 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 59562 | |
| B | 21669 | 11.6% |
| T | 17603 | 9.5% |
| A | 9391 | 5.0% |
| M | 8824 | 4.7% |
| C | 8772 | 4.7% |
| S | 5632 | 3.0% |
| W | 5415 | 2.9% |
| L | 5372 | 2.9% |
| E | 5348 | 2.9% |
| Other values (21) | 38543 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 599750 | |
| a | 450037 | 8.8% |
| o | 446547 | 8.7% |
| t | 409799 | 8.0% |
| n | 385304 | 7.5% |
| r | 370053 | 7.2% |
| i | 312061 | 6.1% |
| s | 267670 | 5.2% |
| d | 250709 | 4.9% |
| l | 224257 | 4.4% |
| Other values (17) | 1407878 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 75646 | |
| / | 72751 | |
| , | 31154 | |
| ' | 8354 | 4.1% |
| ! | 4335 | 2.1% |
| % | 3542 | 1.7% |
| : | 3351 | 1.6% |
| ; | 2124 | 1.0% |
| & | 1658 | 0.8% |
| " | 504 | 0.2% |
| Other values (10) | 1050 | 0.5% |
Control
| Value | Count | Frequency (%) |
| 770 | ||
| | 321 | |
| | 147 | 10.4% |
| | 31 | 2.2% |
| | 29 | 2.0% |
| | 25 | 1.8% |
| | 25 | 1.8% |
| | 21 | 1.5% |
| | 18 | 1.3% |
| | 13 | 0.9% |
| Other values (7) | 19 | 1.3% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 64982 | |
| 1 | 61121 | |
| 2 | 22870 | 10.5% |
| 5 | 13545 | 6.2% |
| 3 | 11240 | 5.2% |
| 9 | 10266 | 4.7% |
| 4 | 8440 | 3.9% |
| 6 | 8144 | 3.8% |
| 7 | 8103 | 3.7% |
| 8 | 8076 | 3.7% |
Math Symbol
| Value | Count | Frequency (%) |
| > | 53089 | |
| < | 33726 | |
| + | 638 | 0.7% |
| = | 371 | 0.4% |
| ~ | 197 | 0.2% |
| ¬ | 25 | < 0.1% |
| | | 5 | < 0.1% |
Other Symbol
| Value | Count | Frequency (%) |
| ¦ | 95 | |
| © | 9 | 8.4% |
| ® | 2 | 1.9% |
| � | 1 | 0.9% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 8447 | |
| — | 9 | 0.1% |
| – | 4 | < 0.1% |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 4636 | |
| ] | 19 | 0.4% |
| } | 3 | 0.1% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 4233 | |
| [ | 18 | 0.4% |
| { | 2 | < 0.1% |
Modifier Symbol
| Value | Count | Frequency (%) |
| ` | 8 | |
| ^ | 3 | 25.0% |
| ¯ | 1 | 8.3% |
Space Separator
| Value | Count | Frequency (%) |
| 1334899 | ||
| 41 | < 0.1% |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 10408 | |
| ¢ | 46 | 0.4% |
Final Punctuation
| Value | Count | Frequency (%) |
| ’ | 53 | |
| ” | 10 | 15.9% |
Initial Punctuation
| Value | Count | Frequency (%) |
| “ | 10 | |
| ‘ | 1 | 9.1% |
Other Number
| Value | Count | Frequency (%) |
| ½ | 5 | |
| ¾ | 2 | 28.6% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 114 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5310196 | |
| Common | 1873805 | 26.1% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1334899 | ||
| . | 75646 | 4.0% |
| / | 72751 | 3.9% |
| 0 | 64982 | 3.5% |
| 1 | 61121 | 3.3% |
| > | 53089 | 2.8% |
| < | 33726 | 1.8% |
| , | 31154 | 1.7% |
| 2 | 22870 | 1.2% |
| 5 | 13545 | 0.7% |
| Other values (71) | 110022 | 5.9% |
Latin
| Value | Count | Frequency (%) |
| e | 599750 | 11.3% |
| a | 450037 | 8.5% |
| o | 446547 | 8.4% |
| t | 409799 | 7.7% |
| n | 385304 | 7.3% |
| r | 370053 | 7.0% |
| i | 312061 | 5.9% |
| s | 267670 | 5.0% |
| d | 250709 | 4.7% |
| l | 224257 | 4.2% |
| Other values (48) | 1594009 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7182483 | |
| None | 1414 | < 0.1% |
| Punctuation | 103 | < 0.1% |
| Specials | 1 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1334899 | ||
| e | 599750 | 8.4% |
| a | 450037 | 6.3% |
| o | 446547 | 6.2% |
| t | 409799 | 5.7% |
| n | 385304 | 5.4% |
| r | 370053 | 5.2% |
| i | 312061 | 4.3% |
| s | 267670 | 3.7% |
| d | 250709 | 3.5% |
| Other values (86) | 2355654 |
None
| Value | Count | Frequency (%) |
| â | 342 | |
| | 321 | |
| | 147 | |
| ¦ | 95 | 6.7% |
| Â | 87 | 6.2% |
| Ã | 81 | 5.7% |
| ¢ | 46 | 3.3% |
| 41 | 2.9% | |
| | 31 | 2.2% |
| | 29 | 2.1% |
| Other values (24) | 194 |
Punctuation
| Value | Count | Frequency (%) |
| ’ | 53 | |
| “ | 10 | 9.7% |
| ” | 10 | 9.7% |
| — | 9 | 8.7% |
| … | 8 | 7.8% |
| • | 8 | 7.8% |
| – | 4 | 3.9% |
| ‘ | 1 | 1.0% |
Specials
| Value | Count | Frequency (%) |
| � | 1 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| other | |
| home_improvement | |
| major_purchase | |
| Other values (9) |
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 13.78079123 |
| Min length | 3 |
Characters and Unicode
| Total characters | 344506 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | home_improvement |
|---|---|
| 2nd row | other |
| 3rd row | major_purchase |
| 4th row | debt_consolidation |
| 5th row | debt_consolidation |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 11932 | |
| credit_card | 3246 | 13.0% |
| other | 2475 | 9.9% |
| home_improvement | 1883 | 7.5% |
| major_purchase | 1370 | 5.5% |
| car | 992 | 4.0% |
| small_business | 975 | 3.9% |
| wedding | 613 | 2.5% |
| medical | 434 | 1.7% |
| moving | 346 | 1.4% |
| Other values (4) | 733 | 2.9% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 11932 | |
| credit_card | 3246 | 13.0% |
| other | 2475 | 9.9% |
| home_improvement | 1883 | 7.5% |
| major_purchase | 1370 | 5.5% |
| car | 992 | 4.0% |
| small_business | 975 | 3.9% |
| wedding | 613 | 2.5% |
| medical | 434 | 1.7% |
| moving | 346 | 1.4% |
| Other values (4) | 733 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 44425 | |
| d | 32227 | |
| t | 31915 | |
| i | 31808 | |
| n | 28250 | |
| e | 27435 | 8.0% |
| c | 21667 | 6.3% |
| a | 21274 | 6.2% |
| _ | 19467 | 5.7% |
| s | 17427 | 5.1% |
| Other values (12) | 68611 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 325039 | |
| Connector Punctuation | 19467 | 5.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 44425 | |
| d | 32227 | |
| t | 31915 | |
| i | 31808 | |
| n | 28250 | |
| e | 27435 | |
| c | 21667 | |
| a | 21274 | 6.5% |
| s | 17427 | 5.4% |
| r | 14704 | 4.5% |
| Other values (11) | 53907 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 19467 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 325039 | |
| Common | 19467 | 5.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 44425 | |
| d | 32227 | |
| t | 31915 | |
| i | 31808 | |
| n | 28250 | |
| e | 27435 | |
| c | 21667 | |
| a | 21274 | 6.5% |
| s | 17427 | 5.4% |
| r | 14704 | 4.5% |
| Other values (11) | 53907 |
Common
| Value | Count | Frequency (%) |
| _ | 19467 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 344506 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 44425 | |
| d | 32227 | |
| t | 31915 | |
| i | 31808 | |
| n | 28250 | |
| e | 27435 | 8.0% |
| c | 21667 | 6.3% |
| a | 21274 | 6.2% |
| _ | 19467 | 5.7% |
| s | 17427 | 5.1% |
| Other values (12) | 68611 |
| Distinct | 12893 |
|---|---|
| Distinct (%) | 51.6% |
| Missing | 8 |
| Missing (%) | < 0.1% |
| Memory size | 195.4 KiB |
| Debt Consolidation | 1407 |
|---|---|
| Debt Consolidation Loan | 1092 |
| Personal Loan | 439 |
| Consolidation | 345 |
| debt consolidation | 314 |
| Other values (12888) |
Length
| Max length | 80 |
|---|---|
| Median length | 16 |
| Mean length | 17.24488816 |
| Min length | 1 |
Characters and Unicode
| Total characters | 430967 |
|---|---|
| Distinct characters | 100 |
| Distinct categories | 15 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 11604 ? |
|---|---|
| Unique (%) | 46.4% |
Sample
| 1st row | homeimproement |
|---|---|
| 2nd row | Green City |
| 3rd row | payoff w/in 2 years |
| 4th row | Loan I |
| 5th row | save % |
Common Values
| Value | Count | Frequency (%) |
| Debt Consolidation | 1407 | 5.6% |
| Debt Consolidation Loan | 1092 | 4.4% |
| Personal Loan | 439 | 1.8% |
| Consolidation | 345 | 1.4% |
| debt consolidation | 314 | 1.3% |
| Home Improvement | 233 | 0.9% |
| Debt consolidation | 227 | 0.9% |
| Credit Card Consolidation | 223 | 0.9% |
| Credit Card Loan | 196 | 0.8% |
| Personal | 192 | 0.8% |
| Other values (12883) | 20323 |
Length
| Value | Count | Frequency (%) |
| loan | 6903 | 10.5% |
| debt | 5906 | 9.0% |
| consolidation | 5550 | 8.4% |
| credit | 2958 | 4.5% |
| card | 2145 | 3.3% |
| personal | 1352 | 2.1% |
| home | 1194 | 1.8% |
| pay | 864 | 1.3% |
| off | 811 | 1.2% |
| my | 732 | 1.1% |
| Other values (6455) | 37509 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 41839 | 9.7% |
| 41691 | 9.7% | |
| n | 35314 | 8.2% |
| e | 34200 | 7.9% |
| a | 31873 | 7.4% |
| i | 27832 | 6.5% |
| t | 26951 | 6.3% |
| d | 19611 | 4.6% |
| r | 18341 | 4.3% |
| s | 17814 | 4.1% |
| Other values (90) | 135501 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 329371 | |
| Uppercase Letter | 52216 | 12.1% |
| Space Separator | 41691 | 9.7% |
| Decimal Number | 3959 | 0.9% |
| Other Punctuation | 2840 | 0.7% |
| Dash Punctuation | 508 | 0.1% |
| Connector Punctuation | 128 | < 0.1% |
| Close Punctuation | 66 | < 0.1% |
| Currency Symbol | 64 | < 0.1% |
| Math Symbol | 58 | < 0.1% |
| Other values (5) | 66 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 41839 | |
| n | 35314 | |
| e | 34200 | |
| a | 31873 | |
| i | 27832 | |
| t | 26951 | |
| d | 19611 | 6.0% |
| r | 18341 | 5.6% |
| s | 17814 | 5.4% |
| l | 16575 | 5.0% |
| Other values (17) | 59021 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 11801 | |
| L | 6522 | |
| D | 5873 | |
| P | 3583 | 6.9% |
| R | 2389 | 4.6% |
| M | 1965 | 3.8% |
| S | 1918 | 3.7% |
| B | 1885 | 3.6% |
| E | 1798 | 3.4% |
| I | 1790 | 3.4% |
| Other values (17) | 12692 |
Other Punctuation
| Value | Count | Frequency (%) |
| ! | 710 | |
| ' | 638 | |
| . | 450 | |
| / | 359 | |
| , | 273 | 9.6% |
| & | 204 | 7.2% |
| % | 56 | 2.0% |
| : | 38 | 1.3% |
| " | 35 | 1.2% |
| * | 22 | 0.8% |
| Other values (5) | 55 | 1.9% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1130 | |
| 0 | 1112 | |
| 2 | 713 | |
| 3 | 201 | 5.1% |
| 5 | 172 | 4.3% |
| 9 | 166 | 4.2% |
| 4 | 153 | 3.9% |
| 6 | 114 | 2.9% |
| 8 | 109 | 2.8% |
| 7 | 89 | 2.2% |
Math Symbol
| Value | Count | Frequency (%) |
| + | 30 | |
| = | 12 | 20.7% |
| < | 9 | 15.5% |
| > | 6 | 10.3% |
| ~ | 1 | 1.7% |
Control
| Value | Count | Frequency (%) |
| | 4 | |
| | 2 | |
| 2 | ||
| | 1 | 11.1% |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 64 | |
| ] | 2 | 3.0% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 50 | |
| [ | 2 | 3.8% |
Modifier Symbol
| Value | Count | Frequency (%) |
| ^ | 1 | |
| ` | 1 |
Space Separator
| Value | Count | Frequency (%) |
| 41691 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 508 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 128 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 64 |
Other Symbol
| Value | Count | Frequency (%) |
| ¦ | 2 |
Other Number
| Value | Count | Frequency (%) |
| ³ | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 381587 | |
| Common | 49380 | 11.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 41839 | 11.0% |
| n | 35314 | 9.3% |
| e | 34200 | 9.0% |
| a | 31873 | 8.4% |
| i | 27832 | 7.3% |
| t | 26951 | 7.1% |
| d | 19611 | 5.1% |
| r | 18341 | 4.8% |
| s | 17814 | 4.7% |
| l | 16575 | 4.3% |
| Other values (44) | 111237 |
Common
| Value | Count | Frequency (%) |
| 41691 | ||
| 1 | 1130 | 2.3% |
| 0 | 1112 | 2.3% |
| 2 | 713 | 1.4% |
| ! | 710 | 1.4% |
| ' | 638 | 1.3% |
| - | 508 | 1.0% |
| . | 450 | 0.9% |
| / | 359 | 0.7% |
| , | 273 | 0.6% |
| Other values (36) | 1796 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 430952 | |
| None | 15 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 41839 | 9.7% |
| 41691 | 9.7% | |
| n | 35314 | 8.2% |
| e | 34200 | 7.9% |
| a | 31873 | 7.4% |
| i | 27832 | 6.5% |
| t | 26951 | 6.3% |
| d | 19611 | 4.6% |
| r | 18341 | 4.3% |
| s | 17814 | 4.1% |
| Other values (83) | 135486 |
None
| Value | Count | Frequency (%) |
| â | 4 | |
| | 4 | |
| | 2 | |
| ¦ | 2 | |
| | 1 | 6.7% |
| Ã | 1 | 6.7% |
| ³ | 1 | 6.7% |
| Distinct | 787 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| 100xx | 409 |
|---|---|
| 112xx | 379 |
| 945xx | 351 |
| 606xx | 346 |
| 070xx | 312 |
| Other values (782) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 124995 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 62 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 076xx |
|---|---|
| 2nd row | 300xx |
| 3rd row | 310xx |
| 4th row | 488xx |
| 5th row | 334xx |
Common Values
| Value | Count | Frequency (%) |
| 100xx | 409 | 1.6% |
| 112xx | 379 | 1.5% |
| 945xx | 351 | 1.4% |
| 606xx | 346 | 1.4% |
| 070xx | 312 | 1.2% |
| 900xx | 294 | 1.2% |
| 021xx | 262 | 1.0% |
| 300xx | 254 | 1.0% |
| 750xx | 252 | 1.0% |
| 331xx | 249 | 1.0% |
| Other values (777) | 21891 |
Length
| Value | Count | Frequency (%) |
| 100xx | 409 | 1.6% |
| 112xx | 379 | 1.5% |
| 945xx | 351 | 1.4% |
| 606xx | 346 | 1.4% |
| 070xx | 312 | 1.2% |
| 900xx | 294 | 1.2% |
| 021xx | 262 | 1.0% |
| 300xx | 254 | 1.0% |
| 750xx | 252 | 1.0% |
| 331xx | 249 | 1.0% |
| Other values (777) | 21891 |
Most occurring characters
| Value | Count | Frequency (%) |
| x | 49998 | |
| 0 | 12744 | 10.2% |
| 1 | 10282 | 8.2% |
| 2 | 8577 | 6.9% |
| 3 | 7743 | 6.2% |
| 9 | 7716 | 6.2% |
| 7 | 6454 | 5.2% |
| 4 | 5761 | 4.6% |
| 5 | 5457 | 4.4% |
| 8 | 5324 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 74997 | |
| Lowercase Letter | 49998 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12744 | |
| 1 | 10282 | |
| 2 | 8577 | |
| 3 | 7743 | |
| 9 | 7716 | |
| 7 | 6454 | |
| 4 | 5761 | |
| 5 | 5457 | |
| 8 | 5324 | |
| 6 | 4939 | 6.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| x | 49998 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 74997 | |
| Latin | 49998 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12744 | |
| 1 | 10282 | |
| 2 | 8577 | |
| 3 | 7743 | |
| 9 | 7716 | |
| 7 | 6454 | |
| 4 | 5761 | |
| 5 | 5457 | |
| 8 | 5324 | |
| 6 | 4939 | 6.6% |
Latin
| Value | Count | Frequency (%) |
| x | 49998 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 124995 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| x | 49998 | |
| 0 | 12744 | 10.2% |
| 1 | 10282 | 8.2% |
| 2 | 8577 | 6.9% |
| 3 | 7743 | 6.2% |
| 9 | 7716 | 6.2% |
| 7 | 6454 | 5.2% |
| 4 | 5761 | 4.6% |
| 5 | 5457 | 4.4% |
| 8 | 5324 | 4.3% |
addr_state
Categorical
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| CA | |
|---|---|
| NY | |
| FL | |
| TX | |
| NJ | 1217 |
| Other values (45) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 49998 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | NJ |
|---|---|
| 2nd row | GA |
| 3rd row | GA |
| 4th row | MI |
| 5th row | FL |
Common Values
| Value | Count | Frequency (%) |
| CA | 4414 | |
| NY | 2616 | 10.5% |
| FL | 1801 | 7.2% |
| TX | 1693 | 6.8% |
| NJ | 1217 | 4.9% |
| IL | 1040 | 4.2% |
| PA | 978 | 3.9% |
| GA | 862 | 3.4% |
| MA | 852 | 3.4% |
| VA | 848 | 3.4% |
| Other values (40) | 8678 |
Length
| Value | Count | Frequency (%) |
| ca | 4414 | |
| ny | 2616 | 10.5% |
| fl | 1801 | 7.2% |
| tx | 1693 | 6.8% |
| nj | 1217 | 4.9% |
| il | 1040 | 4.2% |
| pa | 978 | 3.9% |
| ga | 862 | 3.4% |
| ma | 852 | 3.4% |
| va | 848 | 3.4% |
| Other values (40) | 8678 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 9706 | |
| C | 6247 | |
| N | 5232 | |
| L | 3382 | 6.8% |
| M | 2970 | 5.9% |
| Y | 2867 | 5.7% |
| T | 2357 | 4.7% |
| O | 2151 | 4.3% |
| I | 2030 | 4.1% |
| F | 1801 | 3.6% |
| Other values (14) | 11255 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 49998 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 9706 | |
| C | 6247 | |
| N | 5232 | |
| L | 3382 | 6.8% |
| M | 2970 | 5.9% |
| Y | 2867 | 5.7% |
| T | 2357 | 4.7% |
| O | 2151 | 4.3% |
| I | 2030 | 4.1% |
| F | 1801 | 3.6% |
| Other values (14) | 11255 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 49998 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 9706 | |
| C | 6247 | |
| N | 5232 | |
| L | 3382 | 6.8% |
| M | 2970 | 5.9% |
| Y | 2867 | 5.7% |
| T | 2357 | 4.7% |
| O | 2151 | 4.3% |
| I | 2030 | 4.1% |
| F | 1801 | 3.6% |
| Other values (14) | 11255 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 49998 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 9706 | |
| C | 6247 | |
| N | 5232 | |
| L | 3382 | 6.8% |
| M | 2970 | 5.9% |
| Y | 2867 | 5.7% |
| T | 2357 | 4.7% |
| O | 2151 | 4.3% |
| I | 2030 | 4.1% |
| F | 1801 | 3.6% |
| Other values (14) | 11255 |
dti
Real number (ℝ≥0)
| Distinct | 2779 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.33020961 |
| Minimum | 0 |
|---|---|
| Maximum | 29.99 |
| Zeros | 115 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.18 |
| Q1 | 8.22 |
| median | 13.42 |
| Q3 | 18.57 |
| 95-th percentile | 23.82 |
| Maximum | 29.99 |
| Range | 29.99 |
| Interquartile range (IQR) | 10.35 |
Descriptive statistics
| Standard deviation | 6.651601507 |
|---|---|
| Coefficient of variation (CV) | 0.4989870154 |
| Kurtosis | -0.8462498933 |
| Mean | 13.33020961 |
| Median Absolute Deviation (MAD) | 5.17 |
| Skewness | -0.03000580225 |
| Sum | 333241.91 |
| Variance | 44.24380261 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 115 | 0.5% |
| 12 | 30 | 0.1% |
| 12.48 | 30 | 0.1% |
| 18 | 28 | 0.1% |
| 9.6 | 27 | 0.1% |
| 19.2 | 27 | 0.1% |
| 17.04 | 26 | 0.1% |
| 12.15 | 23 | 0.1% |
| 10.64 | 23 | 0.1% |
| 13.5 | 23 | 0.1% |
| Other values (2769) | 24647 |
| Value | Count | Frequency (%) |
| 0 | 115 | |
| 0.01 | 2 | < 0.1% |
| 0.02 | 3 | < 0.1% |
| 0.04 | 3 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.07 | 2 | < 0.1% |
| 0.08 | 2 | < 0.1% |
| 0.09 | 3 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.13 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 29.99 | 1 | |
| 29.95 | 1 | |
| 29.93 | 1 | |
| 29.92 | 1 | |
| 29.86 | 1 | |
| 29.85 | 1 | |
| 29.82 | 1 | |
| 29.79 | 1 | |
| 29.78 | 1 | |
| 29.76 | 1 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1454058162 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 22317 |
| Zeros (%) | 89.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.494810652 |
|---|---|
| Coefficient of variation (CV) | 3.402963271 |
| Kurtosis | 45.48428249 |
| Mean | 0.1454058162 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.282407091 |
| Sum | 3635 |
| Variance | 0.2448375813 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22317 | |
| 1 | 2054 | 8.2% |
| 2 | 420 | 1.7% |
| 3 | 144 | 0.6% |
| 4 | 39 | 0.2% |
| 5 | 13 | 0.1% |
| 7 | 4 | < 0.1% |
| 6 | 4 | < 0.1% |
| 8 | 2 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 22317 | |
| 1 | 2054 | 8.2% |
| 2 | 420 | 1.7% |
| 3 | 144 | 0.6% |
| 4 | 39 | 0.2% |
| 5 | 13 | 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 4 | < 0.1% |
| 6 | 4 | < 0.1% |
| 5 | 13 | 0.1% |
| 4 | 39 | 0.2% |
| 3 | 144 | 0.6% |
| 2 | 420 | 1.7% |
| 1 | 2054 |
| Distinct | 495 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| Nov-98 | 246 |
|---|---|
| Oct-99 | 233 |
| Dec-98 | 232 |
| Oct-00 | 211 |
| Nov-99 | 208 |
| Other values (490) |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.703868155 |
| Min length | 5 |
Characters and Unicode
| Total characters | 142591 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 46 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 1-Feb |
|---|---|
| 2nd row | Feb-97 |
| 3rd row | Mar-00 |
| 4th row | Jun-99 |
| 5th row | 4-Jun |
Common Values
| Value | Count | Frequency (%) |
| Nov-98 | 246 | 1.0% |
| Oct-99 | 233 | 0.9% |
| Dec-98 | 232 | 0.9% |
| Oct-00 | 211 | 0.8% |
| Nov-99 | 208 | 0.8% |
| Dec-99 | 207 | 0.8% |
| Nov-97 | 207 | 0.8% |
| Nov-00 | 203 | 0.8% |
| Dec-97 | 200 | 0.8% |
| Sep-00 | 199 | 0.8% |
| Other values (485) | 22853 |
Length
| Value | Count | Frequency (%) |
| nov-98 | 246 | 1.0% |
| oct-99 | 233 | 0.9% |
| dec-98 | 232 | 0.9% |
| oct-00 | 211 | 0.8% |
| nov-99 | 208 | 0.8% |
| dec-99 | 207 | 0.8% |
| nov-97 | 207 | 0.8% |
| nov-00 | 203 | 0.8% |
| dec-97 | 200 | 0.8% |
| sep-00 | 199 | 0.8% |
| Other values (485) | 22853 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 24999 | |
| 9 | 14807 | 10.4% |
| e | 6632 | 4.7% |
| J | 5870 | 4.1% |
| u | 5847 | 4.1% |
| a | 5742 | 4.0% |
| 8 | 5223 | 3.7% |
| c | 5121 | 3.6% |
| 0 | 4924 | 3.5% |
| p | 3945 | 2.8% |
| Other values (23) | 59481 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 49998 | |
| Decimal Number | 42595 | |
| Dash Punctuation | 24999 | |
| Uppercase Letter | 24999 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6632 | |
| u | 5847 | |
| a | 5742 | |
| c | 5121 | |
| p | 3945 | |
| n | 3930 | |
| r | 3444 | |
| t | 2565 | 5.1% |
| v | 2525 | 5.1% |
| o | 2525 | 5.1% |
| Other values (4) | 7722 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 14807 | |
| 8 | 5223 | 12.3% |
| 0 | 4924 | 11.6% |
| 7 | 2985 | 7.0% |
| 4 | 2690 | 6.3% |
| 5 | 2597 | 6.1% |
| 6 | 2544 | 6.0% |
| 1 | 2390 | 5.6% |
| 3 | 2351 | 5.5% |
| 2 | 2084 | 4.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 5870 | |
| A | 3809 | |
| M | 3598 | |
| O | 2565 | |
| D | 2556 | |
| N | 2525 | |
| S | 2257 | 9.0% |
| F | 1819 | 7.3% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 24999 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 74997 | |
| Common | 67594 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6632 | 8.8% |
| J | 5870 | 7.8% |
| u | 5847 | 7.8% |
| a | 5742 | 7.7% |
| c | 5121 | 6.8% |
| p | 3945 | 5.3% |
| n | 3930 | 5.2% |
| A | 3809 | 5.1% |
| M | 3598 | 4.8% |
| r | 3444 | 4.6% |
| Other values (12) | 27059 |
Common
| Value | Count | Frequency (%) |
| - | 24999 | |
| 9 | 14807 | |
| 8 | 5223 | 7.7% |
| 0 | 4924 | 7.3% |
| 7 | 2985 | 4.4% |
| 4 | 2690 | 4.0% |
| 5 | 2597 | 3.8% |
| 6 | 2544 | 3.8% |
| 1 | 2390 | 3.5% |
| 3 | 2351 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 142591 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| - | 24999 | |
| 9 | 14807 | 10.4% |
| e | 6632 | 4.7% |
| J | 5870 | 4.1% |
| u | 5847 | 4.1% |
| a | 5742 | 4.0% |
| 8 | 5223 | 3.7% |
| c | 5121 | 3.6% |
| 0 | 4924 | 3.5% |
| p | 3945 | 2.8% |
| Other values (23) | 59481 |
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8686347454 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 12185 |
| Zeros (%) | 48.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.070605229 |
|---|---|
| Coefficient of variation (CV) | 1.232514857 |
| Kurtosis | 2.586075043 |
| Mean | 0.8686347454 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.388853666 |
| Sum | 21715 |
| Variance | 1.146195556 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12185 | |
| 1 | 6830 | |
| 2 | 3709 | 14.8% |
| 3 | 1904 | 7.6% |
| 4 | 214 | 0.9% |
| 5 | 87 | 0.3% |
| 6 | 37 | 0.1% |
| 7 | 22 | 0.1% |
| 8 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 12185 | |
| 1 | 6830 | |
| 2 | 3709 | 14.8% |
| 3 | 1904 | 7.6% |
| 4 | 214 | 0.9% |
| 5 | 87 | 0.3% |
| 6 | 37 | 0.1% |
| 7 | 22 | 0.1% |
| 8 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 11 | < 0.1% |
| 7 | 22 | 0.1% |
| 6 | 37 | 0.1% |
| 5 | 87 | 0.3% |
| 4 | 214 | 0.9% |
| 3 | 1904 | 7.6% |
| 2 | 3709 | 14.8% |
| 1 | 6830 | |
| 0 | 12185 |
mths_since_last_delinq
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 91 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 16240 |
| Missing (%) | 65.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.90980706 |
| Minimum | 0 |
|---|---|
| Maximum | 120 |
| Zeros | 260 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 18 |
| median | 34 |
| Q3 | 52 |
| 95-th percentile | 75 |
| Maximum | 120 |
| Range | 120 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 21.94852379 |
|---|---|
| Coefficient of variation (CV) | 0.6112125236 |
| Kurtosis | -0.8194621947 |
| Mean | 35.90980706 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.3153063033 |
| Sum | 314534 |
| Variance | 481.7376967 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 260 | 1.0% |
| 15 | 160 | 0.6% |
| 35 | 157 | 0.6% |
| 23 | 154 | 0.6% |
| 24 | 154 | 0.6% |
| 20 | 153 | 0.6% |
| 30 | 153 | 0.6% |
| 26 | 151 | 0.6% |
| 45 | 149 | 0.6% |
| 38 | 146 | 0.6% |
| Other values (81) | 7122 | |
| (Missing) | 16240 |
| Value | Count | Frequency (%) |
| 0 | 260 | |
| 1 | 21 | 0.1% |
| 2 | 71 | 0.3% |
| 3 | 91 | 0.4% |
| 4 | 94 | 0.4% |
| 5 | 86 | 0.3% |
| 6 | 115 | |
| 7 | 110 | |
| 8 | 106 | |
| 9 | 112 |
| Value | Count | Frequency (%) |
| 120 | 1 | < 0.1% |
| 115 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 96 | 1 | < 0.1% |
| 95 | 1 | < 0.1% |
| 86 | 2 | < 0.1% |
| 85 | 1 | < 0.1% |
| 83 | 4 | < 0.1% |
| 82 | 32 | |
| 81 | 59 |
mths_since_last_record
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 104 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 23320 |
| Missing (%) | 93.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.73079214 |
| Minimum | 0 |
|---|---|
| Maximum | 129 |
| Zeros | 404 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 21 |
| median | 90 |
| Q3 | 104 |
| 95-th percentile | 115 |
| Maximum | 129 |
| Range | 129 |
| Interquartile range (IQR) | 83 |
Descriptive statistics
| Standard deviation | 43.73019946 |
|---|---|
| Coefficient of variation (CV) | 0.6271289643 |
| Kurtosis | -1.142541955 |
| Mean | 69.73079214 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | -0.7269989059 |
| Sum | 117078 |
| Variance | 1912.330344 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 404 | 1.6% |
| 104 | 42 | 0.2% |
| 94 | 40 | 0.2% |
| 113 | 40 | 0.2% |
| 110 | 35 | 0.1% |
| 99 | 35 | 0.1% |
| 93 | 35 | 0.1% |
| 108 | 34 | 0.1% |
| 87 | 34 | 0.1% |
| 89 | 34 | 0.1% |
| Other values (94) | 946 | 3.8% |
| (Missing) | 23320 |
| Value | Count | Frequency (%) |
| 0 | 404 | |
| 6 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 13 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 17 | 2 | < 0.1% |
| 18 | 2 | < 0.1% |
| 21 | 7 | < 0.1% |
| 22 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 129 | 1 | < 0.1% |
| 119 | 5 | < 0.1% |
| 118 | 21 | |
| 117 | 31 | |
| 116 | 22 | |
| 115 | 22 | |
| 114 | 26 | |
| 113 | 40 | |
| 112 | 21 | |
| 111 | 29 |
| Distinct | 38 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.360734429 |
| Minimum | 2 |
|---|---|
| Maximum | 44 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 9 |
| Q3 | 12 |
| 95-th percentile | 18 |
| Maximum | 44 |
| Range | 42 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.394020991 |
|---|---|
| Coefficient of variation (CV) | 0.469409855 |
| Kurtosis | 1.722384147 |
| Mean | 9.360734429 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.008470991 |
| Sum | 234009 |
| Variance | 19.30742047 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 2561 | |
| 8 | 2478 | |
| 6 | 2449 | |
| 9 | 2385 | |
| 10 | 2054 | 8.2% |
| 5 | 1985 | 7.9% |
| 11 | 1724 | 6.9% |
| 12 | 1453 | 5.8% |
| 4 | 1401 | 5.6% |
| 13 | 1227 | 4.9% |
| Other values (28) | 5282 |
| Value | Count | Frequency (%) |
| 2 | 350 | 1.4% |
| 3 | 890 | 3.6% |
| 4 | 1401 | |
| 5 | 1985 | |
| 6 | 2449 | |
| 7 | 2561 | |
| 8 | 2478 | |
| 9 | 2385 | |
| 10 | 2054 | |
| 11 | 1724 |
| Value | Count | Frequency (%) |
| 44 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 34 | 5 | |
| 33 | 2 | < 0.1% |
| 32 | 2 | < 0.1% |
| 31 | 5 | |
| 30 | 8 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| 0 | |
|---|---|
| 1 | 1235 |
| 2 | 34 |
| 3 | 4 |
| 4 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 24999 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 23724 | |
| 1 | 1235 | 4.9% |
| 2 | 34 | 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 2 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 23724 | |
| 1 | 1235 | 4.9% |
| 2 | 34 | 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23724 | |
| 1 | 1235 | 4.9% |
| 2 | 34 | 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 24999 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 23724 | |
| 1 | 1235 | 4.9% |
| 2 | 34 | 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 24999 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 23724 | |
| 1 | 1235 | 4.9% |
| 2 | 34 | 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24999 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 23724 | |
| 1 | 1235 | 4.9% |
| 2 | 34 | 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 2 | < 0.1% |
| Distinct | 16468 |
|---|---|
| Distinct (%) | 65.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13505.54998 |
| Minimum | 0 |
|---|---|
| Maximum | 149588 |
| Zeros | 621 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 353 |
| Q1 | 3838.5 |
| median | 8992 |
| Q3 | 17249.5 |
| 95-th percentile | 41957.7 |
| Maximum | 149588 |
| Range | 149588 |
| Interquartile range (IQR) | 13411 |
Descriptive statistics
| Standard deviation | 15832.4205 |
|---|---|
| Coefficient of variation (CV) | 1.172289949 |
| Kurtosis | 14.43225533 |
| Mean | 13505.54998 |
| Median Absolute Deviation (MAD) | 6062 |
| Skewness | 3.13909295 |
| Sum | 337625244 |
| Variance | 250665538.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 621 | 2.5% |
| 1 | 9 | < 0.1% |
| 23 | 8 | < 0.1% |
| 798 | 8 | < 0.1% |
| 482 | 7 | < 0.1% |
| 52 | 7 | < 0.1% |
| 452 | 7 | < 0.1% |
| 39 | 7 | < 0.1% |
| 2834 | 6 | < 0.1% |
| 1836 | 6 | < 0.1% |
| Other values (16458) | 24313 |
| Value | Count | Frequency (%) |
| 0 | 621 | |
| 1 | 9 | < 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 6 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 149588 | 1 | |
| 148804 | 1 | |
| 147897 | 1 | |
| 147750 | 1 | |
| 147559 | 1 | |
| 147451 | 1 | |
| 146472 | 1 | |
| 145711 | 1 | |
| 145518 | 1 | |
| 145384 | 1 |
| Distinct | 1059 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 29 |
| Missing (%) | 0.1% |
| Memory size | 195.4 KiB |
| 0% | 606 |
|---|---|
| 63% | 44 |
| 66.60% | 43 |
| 0.20% | 43 |
| 27.20% | 41 |
| Other values (1054) |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.528994794 |
| Min length | 2 |
Characters and Unicode
| Total characters | 138059 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 59 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 1.20% |
|---|---|
| 2nd row | 14% |
| 3rd row | 34.40% |
| 4th row | 91.40% |
| 5th row | 9.40% |
Common Values
| Value | Count | Frequency (%) |
| 0% | 606 | 2.4% |
| 63% | 44 | 0.2% |
| 66.60% | 43 | 0.2% |
| 0.20% | 43 | 0.2% |
| 27.20% | 41 | 0.2% |
| 48.90% | 40 | 0.2% |
| 46.40% | 40 | 0.2% |
| 57.70% | 40 | 0.2% |
| 68.70% | 39 | 0.2% |
| 70.40% | 39 | 0.2% |
| Other values (1049) | 23995 |
Length
| Value | Count | Frequency (%) |
| 0 | 606 | 2.4% |
| 63 | 44 | 0.2% |
| 66.60 | 43 | 0.2% |
| 0.20 | 43 | 0.2% |
| 27.20 | 41 | 0.2% |
| 48.90 | 40 | 0.2% |
| 46.40 | 40 | 0.2% |
| 57.70 | 40 | 0.2% |
| 68.70 | 39 | 0.2% |
| 70.40 | 39 | 0.2% |
| Other values (1049) | 23995 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 25000 | |
| % | 24970 | |
| . | 21956 | |
| 4 | 7685 | 5.6% |
| 7 | 7607 | 5.5% |
| 5 | 7589 | 5.5% |
| 6 | 7575 | 5.5% |
| 3 | 7515 | 5.4% |
| 2 | 7244 | 5.2% |
| 8 | 7217 | 5.2% |
| Other values (2) | 13701 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 91133 | |
| Other Punctuation | 46926 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 25000 | |
| 4 | 7685 | 8.4% |
| 7 | 7607 | 8.3% |
| 5 | 7589 | 8.3% |
| 6 | 7575 | 8.3% |
| 3 | 7515 | 8.2% |
| 2 | 7244 | 7.9% |
| 8 | 7217 | 7.9% |
| 9 | 6871 | 7.5% |
| 1 | 6830 | 7.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| % | 24970 | |
| . | 21956 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 138059 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 25000 | |
| % | 24970 | |
| . | 21956 | |
| 4 | 7685 | 5.6% |
| 7 | 7607 | 5.5% |
| 5 | 7589 | 5.5% |
| 6 | 7575 | 5.5% |
| 3 | 7515 | 5.4% |
| 2 | 7244 | 5.2% |
| 8 | 7217 | 5.2% |
| Other values (2) | 13701 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 138059 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 25000 | |
| % | 24970 | |
| . | 21956 | |
| 4 | 7685 | 5.6% |
| 7 | 7607 | 5.5% |
| 5 | 7589 | 5.5% |
| 6 | 7575 | 5.5% |
| 3 | 7515 | 5.4% |
| 2 | 7244 | 5.2% |
| 8 | 7217 | 5.2% |
| Other values (2) | 13701 |
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.17144686 |
| Minimum | 2 |
|---|---|
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 14 |
| median | 21 |
| Q3 | 29 |
| 95-th percentile | 43 |
| Maximum | 79 |
| Range | 77 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.34068852 |
|---|---|
| Coefficient of variation (CV) | 0.5114997046 |
| Kurtosis | 0.6481687668 |
| Mean | 22.17144686 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.8182628719 |
| Sum | 554264 |
| Variance | 128.611216 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16 | 956 | 3.8% |
| 17 | 934 | 3.7% |
| 15 | 923 | 3.7% |
| 14 | 921 | 3.7% |
| 20 | 902 | 3.6% |
| 18 | 899 | 3.6% |
| 21 | 881 | 3.5% |
| 13 | 862 | 3.4% |
| 22 | 844 | 3.4% |
| 12 | 837 | 3.3% |
| Other values (63) | 16040 |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 3 | 96 | 0.4% |
| 4 | 255 | 1.0% |
| 5 | 335 | |
| 6 | 415 | |
| 7 | 518 | |
| 8 | 619 | |
| 9 | 681 | |
| 10 | 712 | |
| 11 | 767 |
| Value | Count | Frequency (%) |
| 79 | 2 | |
| 78 | 1 | < 0.1% |
| 75 | 2 | |
| 73 | 1 | < 0.1% |
| 72 | 1 | < 0.1% |
| 70 | 1 | < 0.1% |
| 69 | 1 | < 0.1% |
| 67 | 4 | |
| 66 | 4 | |
| 65 | 2 |
out_prncp
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 697 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.71904516 |
| Minimum | 0 |
|---|---|
| Maximum | 6311.47 |
| Zeros | 24301 |
| Zeros (%) | 97.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6311.47 |
| Range | 6311.47 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 366.3814935 |
|---|---|
| Coefficient of variation (CV) | 7.520292983 |
| Kurtosis | 108.0779983 |
| Mean | 48.71904516 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.642925645 |
| Sum | 1217927.41 |
| Variance | 134235.3988 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24301 | |
| 1972.6 | 2 | < 0.1% |
| 2277.11 | 2 | < 0.1% |
| 233.69 | 1 | < 0.1% |
| 456.16 | 1 | < 0.1% |
| 3106.49 | 1 | < 0.1% |
| 648.56 | 1 | < 0.1% |
| 2833.43 | 1 | < 0.1% |
| 2432.35 | 1 | < 0.1% |
| 1023.3 | 1 | < 0.1% |
| Other values (687) | 687 | 2.7% |
| Value | Count | Frequency (%) |
| 0 | 24301 | |
| 10.26 | 1 | < 0.1% |
| 13.28 | 1 | < 0.1% |
| 19.12 | 1 | < 0.1% |
| 27.41 | 1 | < 0.1% |
| 40.65 | 1 | < 0.1% |
| 50.46 | 1 | < 0.1% |
| 53 | 1 | < 0.1% |
| 57.67 | 1 | < 0.1% |
| 71.09 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6311.47 | 1 | |
| 6307.37 | 1 | |
| 6307.15 | 1 | |
| 6219.16 | 1 | |
| 6219.11 | 1 | |
| 6182.86 | 1 | |
| 6071.68 | 1 | |
| 6034.37 | 1 | |
| 6027.7 | 1 | |
| 5945.89 | 1 |
out_prncp_inv
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 698 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.49969879 |
| Minimum | 0 |
|---|---|
| Maximum | 6307.37 |
| Zeros | 24301 |
| Zeros (%) | 97.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6307.37 |
| Range | 6307.37 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 365.1731786 |
|---|---|
| Coefficient of variation (CV) | 7.529390651 |
| Kurtosis | 108.4974757 |
| Mean | 48.49969879 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.660626381 |
| Sum | 1212443.97 |
| Variance | 133351.4504 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24301 | |
| 1972.6 | 2 | < 0.1% |
| 952.95 | 1 | < 0.1% |
| 2110.73 | 1 | < 0.1% |
| 2535.55 | 1 | < 0.1% |
| 4602.59 | 1 | < 0.1% |
| 848.07 | 1 | < 0.1% |
| 3736.07 | 1 | < 0.1% |
| 1074.4 | 1 | < 0.1% |
| 5490.96 | 1 | < 0.1% |
| Other values (688) | 688 | 2.8% |
| Value | Count | Frequency (%) |
| 0 | 24301 | |
| 10.26 | 1 | < 0.1% |
| 13.28 | 1 | < 0.1% |
| 19.09 | 1 | < 0.1% |
| 27.41 | 1 | < 0.1% |
| 40.65 | 1 | < 0.1% |
| 50.46 | 1 | < 0.1% |
| 53 | 1 | < 0.1% |
| 57.67 | 1 | < 0.1% |
| 71.05 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6307.37 | 1 | |
| 6306.96 | 1 | |
| 6298.11 | 1 | |
| 6219.16 | 1 | |
| 6183.55 | 1 | |
| 6182.86 | 1 | |
| 6067.33 | 1 | |
| 6034.37 | 1 | |
| 6027.7 | 1 | |
| 5933.04 | 1 |
| Distinct | 24098 |
|---|---|
| Distinct (%) | 96.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12232.98608 |
| Minimum | 0 |
|---|---|
| Maximum | 58480.13992 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1969.932888 |
| Q1 | 5649.601459 |
| median | 10086.6 |
| Q3 | 16568.9754 |
| 95-th percentile | 30211.12113 |
| Maximum | 58480.13992 |
| Range | 58480.13992 |
| Interquartile range (IQR) | 10919.37394 |
Descriptive statistics
| Standard deviation | 8988.113395 |
|---|---|
| Coefficient of variation (CV) | 0.7347440221 |
| Kurtosis | 2.006942718 |
| Mean | 12232.98608 |
| Median Absolute Deviation (MAD) | 5032.58272 |
| Skewness | 1.334716695 |
| Sum | 305812419 |
| Variance | 80786182.39 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11196.56943 | 19 | 0.1% |
| 13263.95464 | 10 | < 0.1% |
| 13435.90021 | 10 | < 0.1% |
| 10956.77596 | 9 | < 0.1% |
| 13148.13786 | 9 | < 0.1% |
| 5478.387981 | 9 | < 0.1% |
| 0 | 8 | < 0.1% |
| 5557.025543 | 8 | < 0.1% |
| 11114.09033 | 7 | < 0.1% |
| 5598.284713 | 7 | < 0.1% |
| Other values (24088) | 24903 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 33.73 | 1 | < 0.1% |
| 44.92 | 1 | < 0.1% |
| 44.96 | 1 | < 0.1% |
| 66.77 | 1 | < 0.1% |
| 67.32 | 1 | < 0.1% |
| 69.64 | 1 | < 0.1% |
| 69.77 | 1 | < 0.1% |
| 76.33 | 1 | < 0.1% |
| 78.93 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 58480.13992 | 1 | |
| 56849.26986 | 1 | |
| 56199.43995 | 1 | |
| 55906.9499 | 1 | |
| 55768.77995 | 1 | |
| 54774.41992 | 1 | |
| 54714.7599 | 1 | |
| 54132.39808 | 1 | |
| 54111.73995 | 1 | |
| 54005.47996 | 1 |
total_pymnt_inv
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 23961 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11641.75597 |
| Minimum | 0 |
|---|---|
| Maximum | 58438.37 |
| Zeros | 109 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1497.079 |
| Q1 | 5231.965 |
| median | 9453.53 |
| Q3 | 15850.81 |
| 95-th percentile | 29556.622 |
| Maximum | 58438.37 |
| Range | 58438.37 |
| Interquartile range (IQR) | 10618.845 |
Descriptive statistics
| Standard deviation | 8879.737938 |
|---|---|
| Coefficient of variation (CV) | 0.7627490183 |
| Kurtosis | 2.052566972 |
| Mean | 11641.75597 |
| Median Absolute Deviation (MAD) | 4941.15 |
| Skewness | 1.348244225 |
| Sum | 291032257.5 |
| Variance | 78849745.85 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 109 | 0.4% |
| 6717.95 | 11 | < 0.1% |
| 11196.57 | 10 | < 0.1% |
| 6514.52 | 10 | < 0.1% |
| 13148.14 | 8 | < 0.1% |
| 5478.39 | 8 | < 0.1% |
| 7173.24 | 8 | < 0.1% |
| 10956.78 | 8 | < 0.1% |
| 14141.07 | 7 | < 0.1% |
| 13263.95 | 7 | < 0.1% |
| Other values (23951) | 24813 |
| Value | Count | Frequency (%) |
| 0 | 109 | |
| 12.65 | 1 | < 0.1% |
| 21.6 | 1 | < 0.1% |
| 25.18 | 1 | < 0.1% |
| 26.19 | 1 | < 0.1% |
| 33.73 | 1 | < 0.1% |
| 40.04 | 1 | < 0.1% |
| 44.92 | 1 | < 0.1% |
| 44.96 | 1 | < 0.1% |
| 53.95 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 58438.37 | 1 | |
| 56515.16 | 1 | |
| 55867.02 | 1 | |
| 55579.28 | 1 | |
| 54675.68 | 1 | |
| 53954.4 | 1 | |
| 53928.33 | 1 | |
| 53118.31 | 1 | |
| 53018.62 | 1 | |
| 52880.72 | 1 |
total_rec_prncp
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 5238 |
|---|---|
| Distinct (%) | 21.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9853.803259 |
| Minimum | 0 |
|---|---|
| Maximum | 35000.01 |
| Zeros | 48 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1400 |
| Q1 | 4800 |
| median | 8002.29 |
| Q3 | 13750 |
| 95-th percentile | 24999.98 |
| Maximum | 35000.01 |
| Range | 35000.01 |
| Interquartile range (IQR) | 8950 |
Descriptive statistics
| Standard deviation | 7022.604905 |
|---|---|
| Coefficient of variation (CV) | 0.7126796345 |
| Kurtosis | 1.102268145 |
| Mean | 9853.803259 |
| Median Absolute Deviation (MAD) | 4002.29 |
| Skewness | 1.109015608 |
| Sum | 246335227.7 |
| Variance | 49316979.65 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 1461 | 5.8% |
| 12000 | 1177 | 4.7% |
| 6000 | 1057 | 4.2% |
| 5000 | 1051 | 4.2% |
| 15000 | 878 | 3.5% |
| 8000 | 798 | 3.2% |
| 20000 | 672 | 2.7% |
| 4000 | 582 | 2.3% |
| 3000 | 553 | 2.2% |
| 7000 | 538 | 2.2% |
| Other values (5228) | 16232 |
| Value | Count | Frequency (%) |
| 0 | 48 | |
| 21.93 | 1 | < 0.1% |
| 22.5 | 1 | < 0.1% |
| 24.87 | 1 | < 0.1% |
| 30.32 | 1 | < 0.1% |
| 34.5 | 1 | < 0.1% |
| 35.14 | 1 | < 0.1% |
| 35.8 | 1 | < 0.1% |
| 38.23 | 1 | < 0.1% |
| 40.23 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000.01 | 1 | < 0.1% |
| 35000 | 222 | |
| 34999.99 | 1 | < 0.1% |
| 34999.97 | 1 | < 0.1% |
| 34800 | 1 | < 0.1% |
| 34525 | 1 | < 0.1% |
| 34475.01 | 1 | < 0.1% |
| 34475 | 2 | < 0.1% |
| 34250 | 1 | < 0.1% |
| 34185.87 | 1 | < 0.1% |
| Distinct | 22891 |
|---|---|
| Distinct (%) | 91.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2280.454298 |
| Minimum | 0 |
|---|---|
| Maximum | 23506.56 |
| Zeros | 45 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 191.838 |
| Q1 | 679.97 |
| median | 1379.95 |
| Q3 | 2855.105 |
| 95-th percentile | 7549.792 |
| Maximum | 23506.56 |
| Range | 23506.56 |
| Interquartile range (IQR) | 2175.135 |
Descriptive statistics
| Standard deviation | 2596.955489 |
|---|---|
| Coefficient of variation (CV) | 1.138788657 |
| Kurtosis | 9.835374368 |
| Mean | 2280.454298 |
| Median Absolute Deviation (MAD) | 877.76 |
| Skewness | 2.67084385 |
| Sum | 57009077 |
| Variance | 6744177.809 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 45 | 0.2% |
| 1196.57 | 19 | 0.1% |
| 717.95 | 13 | 0.1% |
| 1148.14 | 11 | < 0.1% |
| 1500.79 | 10 | < 0.1% |
| 1435.9 | 10 | < 0.1% |
| 956.78 | 10 | < 0.1% |
| 1263.95 | 10 | < 0.1% |
| 514.52 | 10 | < 0.1% |
| 478.39 | 9 | < 0.1% |
| Other values (22881) | 24852 |
| Value | Count | Frequency (%) |
| 0 | 45 | |
| 6.22 | 1 | < 0.1% |
| 6.27 | 1 | < 0.1% |
| 7.2 | 2 | < 0.1% |
| 8.23 | 1 | < 0.1% |
| 9.58 | 1 | < 0.1% |
| 10.26 | 1 | < 0.1% |
| 11.17 | 1 | < 0.1% |
| 11.18 | 1 | < 0.1% |
| 11.23 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 23506.56 | 1 | |
| 23480.14 | 1 | |
| 22716.42 | 1 | |
| 22593.34 | 1 | |
| 22593.04 | 1 | |
| 22587.51 | 1 | |
| 22422.33 | 1 | |
| 22122.3 | 1 | |
| 21849.27 | 1 | |
| 21692.81 | 1 |
| Distinct | 858 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.351414832 |
| Minimum | 0 |
|---|---|
| Maximum | 166.4297107 |
| Zeros | 23744 |
| Zeros (%) | 95.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.1805519756 |
| Maximum | 166.4297107 |
| Range | 166.4297107 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.380823208 |
|---|---|
| Coefficient of variation (CV) | 5.461552613 |
| Kurtosis | 100.9457524 |
| Mean | 1.351414832 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.534392604 |
| Sum | 33784.01939 |
| Variance | 54.47655122 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 23744 | |
| 15 | 143 | 0.6% |
| 15.00000001 | 36 | 0.1% |
| 30 | 32 | 0.1% |
| 15.00000002 | 32 | 0.1% |
| 14.99999999 | 24 | 0.1% |
| 15.00000003 | 21 | 0.1% |
| 14.99999997 | 20 | 0.1% |
| 14.99999998 | 17 | 0.1% |
| 15.00000004 | 16 | 0.1% |
| Other values (848) | 914 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 23744 | |
| 0.01 | 1 | < 0.1% |
| 0.060799751 | 1 | < 0.1% |
| 0.101704562 | 1 | < 0.1% |
| 0.139999999 | 1 | < 0.1% |
| 0.180082904 | 1 | < 0.1% |
| 0.18477362 | 1 | < 0.1% |
| 0.27 | 1 | < 0.1% |
| 0.302036553 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 166.4297107 | 1 | |
| 165.69 | 1 | |
| 146.6000003 | 1 | |
| 146.04 | 1 | |
| 130.5970372 | 1 | |
| 127.7878136 | 1 | |
| 120.81 | 1 | |
| 119.9999998 | 1 | |
| 119.07 | 1 | |
| 116.1000001 | 1 |
recoveries
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 2551 |
|---|---|
| Distinct (%) | 10.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97.37718606 |
| Minimum | 0 |
|---|---|
| Maximum | 29623.35 |
| Zeros | 22375 |
| Zeros (%) | 89.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 372.276 |
| Maximum | 29623.35 |
| Range | 29623.35 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 709.4297238 |
|---|---|
| Coefficient of variation (CV) | 7.285379178 |
| Kurtosis | 388.8142305 |
| Mean | 97.37718606 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.64731478 |
| Sum | 2434332.274 |
| Variance | 503290.533 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22375 | |
| 10.07 | 3 | < 0.1% |
| 13.59 | 3 | < 0.1% |
| 24.06 | 2 | < 0.1% |
| 138.02 | 2 | < 0.1% |
| 220.23 | 2 | < 0.1% |
| 9.67 | 2 | < 0.1% |
| 9.77 | 2 | < 0.1% |
| 20.2 | 2 | < 0.1% |
| 139.62 | 2 | < 0.1% |
| Other values (2541) | 2604 | 10.4% |
| Value | Count | Frequency (%) |
| 0 | 22375 | |
| 6.3 | 1 | < 0.1% |
| 8.19 | 1 | < 0.1% |
| 8.36 | 1 | < 0.1% |
| 8.46 | 1 | < 0.1% |
| 8.56 | 1 | < 0.1% |
| 8.88 | 1 | < 0.1% |
| 8.89 | 1 | < 0.1% |
| 9.09 | 1 | < 0.1% |
| 9.11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 29623.35 | 1 | |
| 22943.37 | 1 | |
| 21810.31 | 1 | |
| 19508.26 | 1 | |
| 16268.35 | 1 | |
| 16066.02 | 1 | |
| 16008.02 | 1 | |
| 15914.93 | 1 | |
| 15236.31 | 1 | |
| 14906.81 | 1 |
collection_recovery_fee
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 1800 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.00908462 |
| Minimum | 0 |
|---|---|
| Maximum | 5602.72 |
| Zeros | 22634 |
| Zeros (%) | 90.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5.201 |
| Maximum | 5602.72 |
| Range | 5602.72 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 137.8508511 |
|---|---|
| Coefficient of variation (CV) | 11.47888082 |
| Kurtosis | 690.5619 |
| Mean | 12.00908462 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 23.05081549 |
| Sum | 300215.1063 |
| Variance | 19002.85715 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22634 | |
| 1.6 | 7 | < 0.1% |
| 0.8 | 7 | < 0.1% |
| 1.8 | 7 | < 0.1% |
| 2.02 | 6 | < 0.1% |
| 4.95 | 6 | < 0.1% |
| 3.71 | 6 | < 0.1% |
| 3.39 | 6 | < 0.1% |
| 4.73 | 5 | < 0.1% |
| 2.55 | 5 | < 0.1% |
| Other values (1790) | 2310 | 9.2% |
| Value | Count | Frequency (%) |
| 0 | 22634 | |
| 0.063 | 1 | < 0.1% |
| 0.134799995 | 1 | < 0.1% |
| 0.1393 | 1 | < 0.1% |
| 0.1952 | 1 | < 0.1% |
| 0.200700001 | 1 | < 0.1% |
| 0.23 | 1 | < 0.1% |
| 0.2462 | 1 | < 0.1% |
| 0.251699999 | 1 | < 0.1% |
| 0.2543 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5602.72 | 1 | |
| 5569.92 | 1 | |
| 5216.74 | 1 | |
| 4902.08 | 1 | |
| 4900.75 | 1 | |
| 4821.78 | 1 | |
| 4254.91 | 1 | |
| 3988.81 | 1 | |
| 3926.15 | 1 | |
| 3590.6795 | 1 |
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 45 |
| Missing (%) | 0.2% |
| Memory size | 195.4 KiB |
| 16-May | 769 |
|---|---|
| 13-Mar | 628 |
| 13-May | 586 |
| 14-Dec | 553 |
| 13-Feb | 548 |
| Other values (96) |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.983088884 |
| Min length | 5 |
Characters and Unicode
| Total characters | 149302 |
|---|---|
| Distinct characters | 32 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 11-Mar |
|---|---|
| 2nd row | 10-Mar |
| 3rd row | 11-Dec |
| 4th row | 16-May |
| 5th row | 15-Sep |
Common Values
| Value | Count | Frequency (%) |
| 16-May | 769 | 3.1% |
| 13-Mar | 628 | 2.5% |
| 13-May | 586 | 2.3% |
| 14-Dec | 553 | 2.2% |
| 13-Feb | 548 | 2.2% |
| 14-Jan | 543 | 2.2% |
| 12-Aug | 543 | 2.2% |
| 14-Jul | 534 | 2.1% |
| 12-Mar | 531 | 2.1% |
| 14-Mar | 529 | 2.1% |
| Other values (91) | 19190 |
Length
| Value | Count | Frequency (%) |
| 16-may | 769 | 3.1% |
| 13-mar | 628 | 2.5% |
| 13-may | 586 | 2.3% |
| 14-dec | 553 | 2.2% |
| 13-feb | 548 | 2.2% |
| 14-jan | 543 | 2.2% |
| 12-aug | 543 | 2.2% |
| 14-jul | 534 | 2.1% |
| 12-mar | 531 | 2.1% |
| 14-mar | 529 | 2.1% |
| Other values (91) | 19190 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 27685 | |
| - | 24954 | |
| a | 6982 | 4.7% |
| e | 6109 | 4.1% |
| u | 5983 | 4.0% |
| 3 | 5940 | 4.0% |
| 4 | 5836 | 3.9% |
| J | 5797 | 3.9% |
| 2 | 5607 | 3.8% |
| M | 5065 | 3.4% |
| Other values (22) | 49344 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 49908 | |
| Decimal Number | 49486 | |
| Dash Punctuation | 24954 | |
| Uppercase Letter | 24954 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 6982 | |
| e | 6109 | |
| u | 5983 | |
| r | 4377 | |
| c | 4241 | |
| p | 3941 | |
| n | 3763 | |
| y | 2688 | 5.4% |
| g | 2103 | 4.2% |
| t | 2039 | 4.1% |
| Other values (4) | 7682 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 27685 | |
| 3 | 5940 | 12.0% |
| 4 | 5836 | 11.8% |
| 2 | 5607 | 11.3% |
| 5 | 1586 | 3.2% |
| 6 | 1273 | 2.6% |
| 0 | 1137 | 2.3% |
| 9 | 337 | 0.7% |
| 8 | 85 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 5797 | |
| M | 5065 | |
| A | 4103 | |
| D | 2202 | 8.8% |
| O | 2039 | 8.2% |
| F | 1966 | 7.9% |
| S | 1941 | 7.8% |
| N | 1841 | 7.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 24954 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 74862 | |
| Common | 74440 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 6982 | 9.3% |
| e | 6109 | 8.2% |
| u | 5983 | 8.0% |
| J | 5797 | 7.7% |
| M | 5065 | 6.8% |
| r | 4377 | 5.8% |
| c | 4241 | 5.7% |
| A | 4103 | 5.5% |
| p | 3941 | 5.3% |
| n | 3763 | 5.0% |
| Other values (12) | 24501 |
Common
| Value | Count | Frequency (%) |
| 1 | 27685 | |
| - | 24954 | |
| 3 | 5940 | 8.0% |
| 4 | 5836 | 7.8% |
| 2 | 5607 | 7.5% |
| 5 | 1586 | 2.1% |
| 6 | 1273 | 1.7% |
| 0 | 1137 | 1.5% |
| 9 | 337 | 0.5% |
| 8 | 85 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 149302 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 27685 | |
| - | 24954 | |
| a | 6982 | 4.7% |
| e | 6109 | 4.1% |
| u | 5983 | 4.0% |
| 3 | 5940 | 4.0% |
| 4 | 5836 | 3.9% |
| J | 5797 | 3.9% |
| 2 | 5607 | 3.8% |
| M | 5065 | 3.4% |
| Other values (22) | 49344 |
| Distinct | 22960 |
|---|---|
| Distinct (%) | 91.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2705.466391 |
| Minimum | 0 |
|---|---|
| Maximum | 36115.2 |
| Zeros | 45 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 195.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 44.546 |
| Q1 | 224.125 |
| median | 558.56 |
| Q3 | 3356.205 |
| 95-th percentile | 12240.119 |
| Maximum | 36115.2 |
| Range | 36115.2 |
| Interquartile range (IQR) | 3132.08 |
Descriptive statistics
| Standard deviation | 4459.941282 |
|---|---|
| Coefficient of variation (CV) | 1.648492584 |
| Kurtosis | 8.83325053 |
| Mean | 2705.466391 |
| Median Absolute Deviation (MAD) | 461.63 |
| Skewness | 2.700884258 |
| Sum | 67633954.32 |
| Variance | 19891076.24 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 45 | 0.2% |
| 276.06 | 12 | < 0.1% |
| 200 | 11 | < 0.1% |
| 400 | 10 | < 0.1% |
| 50 | 10 | < 0.1% |
| 500 | 9 | < 0.1% |
| 100 | 9 | < 0.1% |
| 150 | 8 | < 0.1% |
| 444.79 | 7 | < 0.1% |
| 324.42 | 7 | < 0.1% |
| Other values (22950) | 24871 |
| Value | Count | Frequency (%) |
| 0 | 45 | |
| 0.01 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.24 | 1 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.28 | 1 | < 0.1% |
| 0.35 | 1 | < 0.1% |
| 0.36 | 2 | < 0.1% |
| 0.44 | 3 | < 0.1% |
| 0.51 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 36115.2 | 1 | |
| 35596.41 | 1 | |
| 35479.89 | 1 | |
| 35337.09 | 1 | |
| 35322.96 | 1 | |
| 35283.09 | 1 | |
| 35139.61 | 1 | |
| 34981.66 | 1 | |
| 34852.54 | 1 | |
| 34675.92 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 24301 |
| Missing (%) | 97.2% |
| Memory size | 195.4 KiB |
| 16-Jun | |
|---|---|
| 16-Jul | 10 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 4188 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 16-Jun |
|---|---|
| 2nd row | 16-Jun |
| 3rd row | 16-Jun |
| 4th row | 16-Jun |
| 5th row | 16-Jun |
Common Values
| Value | Count | Frequency (%) |
| 16-Jun | 688 | 2.8% |
| 16-Jul | 10 | < 0.1% |
| (Missing) | 24301 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 16-jun | 688 | |
| 16-jul | 10 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 698 | |
| J | 698 | |
| - | 698 | |
| 6 | 698 | |
| 1 | 698 | |
| n | 688 | |
| l | 10 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1396 | |
| Decimal Number | 1396 | |
| Uppercase Letter | 698 | |
| Dash Punctuation | 698 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 698 | |
| n | 688 | |
| l | 10 | 0.7% |
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 698 | |
| 1 | 698 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 698 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 698 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2094 | |
| Common | 2094 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| u | 698 | |
| J | 698 | |
| n | 688 | |
| l | 10 | 0.5% |
Common
| Value | Count | Frequency (%) |
| - | 698 | |
| 6 | 698 | |
| 1 | 698 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4188 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| u | 698 | |
| J | 698 | |
| - | 698 | |
| 6 | 698 | |
| 1 | 698 | |
| n | 688 | |
| l | 10 | 0.2% |
| Distinct | 102 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 195.4 KiB |
| 16-May | |
|---|---|
| 16-Apr | |
| 16-Mar | 723 |
| 13-Feb | 504 |
| 16-Feb | 455 |
| Other values (97) |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.993039722 |
| Min length | 5 |
Characters and Unicode
| Total characters | 149820 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 11-Jul |
|---|---|
| 2nd row | 10-Feb |
| 3rd row | 11-Dec |
| 4th row | 16-May |
| 5th row | 16-May |
Common Values
| Value | Count | Frequency (%) |
| 16-May | 6530 | |
| 16-Apr | 1619 | 6.5% |
| 16-Mar | 723 | 2.9% |
| 13-Feb | 504 | 2.0% |
| 16-Feb | 455 | 1.8% |
| 15-Dec | 418 | 1.7% |
| 16-Jan | 412 | 1.6% |
| 15-Sep | 361 | 1.4% |
| 13-Mar | 353 | 1.4% |
| 14-Mar | 351 | 1.4% |
| Other values (92) | 13273 |
Length
| Value | Count | Frequency (%) |
| 16-may | 6530 | |
| 16-apr | 1619 | 6.5% |
| 16-mar | 723 | 2.9% |
| 13-feb | 504 | 2.0% |
| 16-feb | 455 | 1.8% |
| 15-dec | 418 | 1.7% |
| 16-jan | 412 | 1.6% |
| 15-sep | 361 | 1.4% |
| 13-mar | 353 | 1.4% |
| 14-mar | 351 | 1.4% |
| Other values (92) | 13273 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 26209 | |
| - | 24999 | |
| a | 11111 | 7.4% |
| M | 9808 | 6.5% |
| 6 | 9739 | 6.5% |
| y | 7743 | 5.2% |
| r | 4823 | 3.2% |
| e | 4750 | 3.2% |
| p | 4111 | 2.7% |
| A | 4068 | 2.7% |
| Other values (23) | 42459 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 49998 | |
| Decimal Number | 49824 | |
| Dash Punctuation | 24999 | |
| Uppercase Letter | 24999 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 11111 | |
| y | 7743 | |
| r | 4823 | |
| e | 4750 | |
| p | 4111 | 8.2% |
| u | 3660 | 7.3% |
| c | 2790 | 5.6% |
| n | 2377 | 4.8% |
| b | 1910 | 3.8% |
| o | 1417 | 2.8% |
| Other values (4) | 5306 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 26209 | |
| 6 | 9739 | 19.5% |
| 4 | 3863 | 7.8% |
| 5 | 3596 | 7.2% |
| 3 | 3206 | 6.4% |
| 2 | 2514 | 5.0% |
| 0 | 523 | 1.0% |
| 9 | 136 | 0.3% |
| 8 | 29 | 0.1% |
| 7 | 9 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 9808 | |
| A | 4068 | |
| J | 3653 | 14.6% |
| F | 1910 | 7.6% |
| D | 1487 | 5.9% |
| N | 1417 | 5.7% |
| S | 1353 | 5.4% |
| O | 1303 | 5.2% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 24999 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 74997 | |
| Common | 74823 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 11111 | |
| M | 9808 | |
| y | 7743 | |
| r | 4823 | 6.4% |
| e | 4750 | 6.3% |
| p | 4111 | 5.5% |
| A | 4068 | 5.4% |
| u | 3660 | 4.9% |
| J | 3653 | 4.9% |
| c | 2790 | 3.7% |
| Other values (12) | 18480 |
Common
| Value | Count | Frequency (%) |
| 1 | 26209 | |
| - | 24999 | |
| 6 | 9739 | 13.0% |
| 4 | 3863 | 5.2% |
| 5 | 3596 | 4.8% |
| 3 | 3206 | 4.3% |
| 2 | 2514 | 3.4% |
| 0 | 523 | 0.7% |
| 9 | 136 | 0.2% |
| 8 | 29 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 149820 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 26209 | |
| - | 24999 | |
| a | 11111 | 7.4% |
| M | 9808 | 6.5% |
| 6 | 9739 | 6.5% |
| y | 7743 | 5.2% |
| r | 4823 | 3.2% |
| e | 4750 | 3.2% |
| p | 4111 | 2.7% |
| A | 4068 | 2.7% |
| Other values (23) | 42459 |
pub_rec_bankruptcies
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 417 |
| Missing (%) | 1.7% |
| Memory size | 195.4 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1014 |
| 2.0 | 5 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 73746 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 2.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 23563 | |
| 1.0 | 1014 | 4.1% |
| 2.0 | 5 | < 0.1% |
| (Missing) | 417 | 1.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 23563 | |
| 1.0 | 1014 | 4.1% |
| 2.0 | 5 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 48145 | |
| . | 24582 | |
| 1 | 1014 | 1.4% |
| 2 | 5 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 49164 | |
| Other Punctuation | 24582 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 48145 | |
| 1 | 1014 | 2.1% |
| 2 | 5 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 24582 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 73746 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 48145 | |
| . | 24582 | |
| 1 | 1014 | 1.4% |
| 2 | 5 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 73746 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 48145 | |
| . | 24582 | |
| 1 | 1014 | 1.4% |
| 2 | 5 | < 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| loan_amnt | funded_amnt | funded_amnt_inv | term | int_rate | installment | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | desc | purpose | title | zip_code | addr_state | dti | delinq_2yrs | earliest_cr_line | inq_last_6mths | mths_since_last_delinq | mths_since_last_record | open_acc | pub_rec | revol_bal | revol_util | total_acc | out_prncp | out_prncp_inv | total_pymnt | total_pymnt_inv | total_rec_prncp | total_rec_int | total_rec_late_fee | recoveries | collection_recovery_fee | last_pymnt_d | last_pymnt_amnt | next_pymnt_d | last_credit_pull_d | pub_rec_bankruptcies | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10000 | 10000 | 9950.000000 | 36 months | 7.51% | 311.11 | A | A4 | 15 | 10+ years | RENT | 30000.0 | Source Verified | 10-Sep | Charged Off | Borrower added on 08/30/10 > thank you<br/> | home_improvement | homeimproement | 076xx | NJ | 5.00 | 0 | 1-Feb | 3 | NaN | NaN | 19 | 0 | 1450 | 1.20% | 48 | 0.00 | 0.00 | 2247.210000 | 2235.98 | 1509.91 | 350.87 | 0.0 | 386.43 | 3.96 | 11-Mar | 311.11 | NaN | 11-Jul | 0.0 |
| 1 | 15000 | 15000 | 14800.000000 | 36 months | 8.94% | 476.58 | A | A5 | 1400 | 1 year | RENT | 147000.0 | Not Verified | 10-Jan | Fully Paid | Borrower added on 01/14/10 > Green city housing project<br/> Borrower added on 01/23/10 > I mistyped in the application. $1400 is the current rent we pay. <br/><br/>My employer is Emerson, and my role is marketing and biz dev director. Been with them for 3 years now. My 2009 annual compensation was ~160K. <br/><br/>I have zero credit card debt or car loans. Purpose of the loan is to buy real estate in my home town in India. It costs ~$140K. Rather than taking a mortgage there, I want to buy the property outright. I used $125K from my savings, and I am short $15K. The name of the building community is Green City - www.vplprojects.com.<br/> | other | Green City | 300xx | GA | 3.47 | 0 | Feb-97 | 0 | NaN | NaN | 6 | 0 | 4910 | 14% | 17 | 0.00 | 0.00 | 15112.760000 | 14911.26 | 15000.00 | 112.76 | 0.0 | 0.00 | 0.00 | 10-Mar | 15114.03 | NaN | 10-Feb | 0.0 |
| 2 | 2000 | 2000 | 2000.000000 | 36 months | 13.57% | 67.94 | C | C3 | 36000 | 4 years | OWN | 36000.0 | Not Verified | 9-Oct | Fully Paid | major_purchase | payoff w/in 2 years | 310xx | GA | 7.83 | 0 | Mar-00 | 0 | NaN | NaN | 8 | 0 | 1790 | 34.40% | 10 | 0.00 | 0.00 | 2354.966827 | 2354.97 | 2000.00 | 354.97 | 0.0 | 0.00 | 0.00 | 11-Dec | 101.78 | NaN | 11-Dec | 0.0 | |
| 3 | 35000 | 35000 | 33951.844130 | 60 months | 20.89% | 944.71 | F | F1 | 553742017 | 10+ years | MORTGAGE | 160000.0 | Verified | 11-Nov | Current | Borrower added on 11/10/11 > Consolidate all debt. On Job 27 years. Loan payment is less than 7%<br>of monthly income.<br> | debt_consolidation | Loan I | 488xx | MI | 12.11 | 0 | Jun-99 | 1 | NaN | 88.0 | 13 | 2 | 34165 | 91.40% | 21 | 5355.36 | 5340.00 | 50974.920000 | 48442.03 | 29644.65 | 21330.27 | 0.0 | 0.00 | 0.00 | 16-May | 944.71 | 16-Jun | 16-May | 2.0 |
| 4 | 14000 | 14000 | 14000.000000 | 60 months | 17.49% | 351.64 | D | D5 | old palm inc | 5 years | MORTGAGE | 50000.0 | Not Verified | 11-Jul | Fully Paid | Borrower added on 06/29/11 > thanks for the help.<br/> | debt_consolidation | save % | 334xx | FL | 21.24 | 1 | 4-Jun | 1 | 21.0 | 81.0 | 9 | 1 | 553 | 9.40% | 27 | 0.00 | 0.00 | 20804.230020 | 20804.23 | 14000.00 | 6804.23 | 0.0 | 0.00 | 0.00 | 15-Sep | 3943.27 | NaN | 16-May | 0.0 |
| 5 | 12000 | 12000 | 11900.000000 | 36 months | 8.94% | 381.26 | A | A5 | Brocade Communications | 7 years | MORTGAGE | 294000.0 | Not Verified | 9-Dec | Fully Paid | NaN | other | Invest in Lending Club Notes | 939xx | CA | 0.50 | 0 | Aug-93 | 0 | NaN | NaN | 11 | 0 | 5306 | 2.80% | 21 | 0.00 | 0.00 | 12344.811770 | 12241.94 | 12000.00 | 344.81 | 0.0 | 0.00 | 0.00 | 10-May | 11204.30 | NaN | 10-May | 0.0 |
| 6 | 10000 | 6525 | 6480.473624 | 60 months | 7.88% | 131.93 | A | A5 | CenturyLink | 4 years | MORTGAGE | 65000.0 | Not Verified | 10-Jun | Fully Paid | Borrower added on 05/25/10 > I obtained a discover personal loan 2mths ago at a fixed rate of appx 18% for 72 mths to consolidate all revolving debt except 1 low rate card. This loan is to reduce both the term and rate of that loan in order to be debt free w/in 5 years. The only credit card balance I have is a 2nd Discover card which is a fixed balance transfer rate of 2.99% until 2013 which is being paid at a rate to accomplish $0 balance by 01/2013. Original debt was generated from costs to prepare home to sell which didn't sell. No other debt exists except fixed mortgage - not even a car payment.<br/> | credit_card | Discover | 640xx | MO | 7.62 | 1 | Feb-96 | 1 | 23.0 | NaN | 13 | 0 | 5629 | 19.10% | 23 | 0.00 | 0.00 | 7908.889997 | 7846.07 | 6525.00 | 1383.89 | 0.0 | 0.00 | 0.00 | 15-Feb | 668.53 | NaN | 15-Sep | 0.0 |
| 7 | 7800 | 7800 | 7800.000000 | 60 months | 14.91% | 185.20 | D | D2 | Department of Homeland Security | 4 years | MORTGAGE | 94000.0 | Verified | 11-Feb | Fully Paid | Borrower added on 01/30/11 > Money will be used to make a lump some alimony payment.<br/> Borrower added on 01/30/11 > Lump sum alimony payment.<br/> Borrower added on 01/30/11 > Average monthly breakdown:<br/><br/>Mortgage: 1206<br/><br/>Total credit card payments: 1358<br/><br/>Car/Insurance: 300<br/><br/>Miscellaneous expenses: 300<br/> | other | Help With Divorce Expenses | 480xx | MI | 12.96 | 0 | Feb-00 | 1 | NaN | NaN | 11 | 0 | 2317 | 37.40% | 37 | 0.00 | 0.00 | 9864.289537 | 9864.29 | 7800.00 | 2064.29 | 0.0 | 0.00 | 0.00 | 13-May | 58.59 | NaN | 16-May | 0.0 |
| 8 | 18825 | 18825 | 18825.000000 | 36 months | 7.90% | 589.04 | A | A4 | Down To Earth Distributors, Inc. | 5 years | RENT | 42000.0 | Not Verified | 11-Oct | Fully Paid | Borrower added on 10/03/11 > Loan to consolidate debt of a credit card and two student loans into one monthly payment. Thanks for considering investing in our financial health!<br/> | debt_consolidation | Consolidation Loan | 974xx | OR | 22.74 | 0 | Aug-98 | 0 | NaN | NaN | 7 | 0 | 22121 | 55.40% | 22 | 0.00 | 0.00 | 20958.528940 | 20958.53 | 18825.00 | 2133.53 | 0.0 | 0.00 | 0.00 | 13-Dec | 239.16 | NaN | 13-Dec | 0.0 |
| 9 | 35000 | 26675 | 26181.232420 | 60 months | 11.71% | 589.47 | B | B3 | pacific crane maintenance company | 6 years | MORTGAGE | 100000.0 | Verified | 11-Sep | Current | Borrower added on 09/14/11 > I have a great credit score, this loan fits easily in my budget, There is no chance my income will change and when my house is finished the value will be considerably higher. Thanks so much!<br/> Borrower added on 09/22/11 > Ok getting very close thanks so much!<br/> | house | home improvement | 980xx | WA | 1.90 | 0 | Mar-99 | 0 | NaN | NaN | 7 | 0 | 5849 | 25.30% | 18 | 2880.41 | 2877.69 | 32393.590000 | 31567.92 | 23794.59 | 8599.00 | 0.0 | 0.00 | 0.00 | 16-May | 589.47 | 16-Jun | 16-May | 0.0 |
Last rows
| loan_amnt | funded_amnt | funded_amnt_inv | term | int_rate | installment | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | desc | purpose | title | zip_code | addr_state | dti | delinq_2yrs | earliest_cr_line | inq_last_6mths | mths_since_last_delinq | mths_since_last_record | open_acc | pub_rec | revol_bal | revol_util | total_acc | out_prncp | out_prncp_inv | total_pymnt | total_pymnt_inv | total_rec_prncp | total_rec_int | total_rec_late_fee | recoveries | collection_recovery_fee | last_pymnt_d | last_pymnt_amnt | next_pymnt_d | last_credit_pull_d | pub_rec_bankruptcies | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24989 | 5000 | 5000 | 4900.00000 | 36 months | 11.48% | 164.85 | B | B2 | PPC Construction, Inc. | 8 years | RENT | 48000.0 | Not Verified | 10-Jan | Fully Paid | Borrower added on 01/12/10 > I plan to pay off all existing credit card debts and I have not missed a payment and always make them on time.<br/> | debt_consolidation | operation debt free | 900xx | CA | 14.57 | 0 | 3-Mar | 0 | NaN | NaN | 16 | 0 | 7479 | 42.70% | 20 | 0.0 | 0.0 | 5934.555487 | 5815.86 | 5000.0 | 934.56 | 0.0 | 0.0 | 0.0 | 13-Feb | 178.60 | NaN | 14-Feb | 0.0 |
| 24990 | 13250 | 13250 | 12950.00000 | 36 months | 10.99% | 433.73 | B | B3 | PPC Mechanical Seals | 2 years | MORTGAGE | 30000.0 | Source Verified | 11-Jun | Fully Paid | NaN | debt_consolidation | Debt Consolidation | 708xx | LA | 5.88 | 0 | 5-Sep | 0 | NaN | NaN | 6 | 0 | 8328 | 50.80% | 10 | 0.0 | 0.0 | 15556.789530 | 15204.56 | 13250.0 | 2306.79 | 0.0 | 0.0 | 0.0 | 14-Jan | 2590.86 | NaN | 16-May | 0.0 |
| 24991 | 13000 | 13000 | 12950.00000 | 36 months | 5.42% | 392.08 | A | A1 | PPD | 5 years | MORTGAGE | 59000.0 | Not Verified | 11-Aug | Fully Paid | Borrower added on 08/18/11 > I want to consolidate and pay off 3 credit cards that mainly grew quickly due to unforeseen major car issues and veterinarian bills. I'm a good borrower as I always make my monthly payments and have a steady job as an enterprise mobile app systems developer.<br/> | debt_consolidation | Credit Card Payoff | 284xx | NC | 5.82 | 0 | Sep-93 | 0 | NaN | NaN | 6 | 0 | 13331 | 62.60% | 12 | 0.0 | 0.0 | 14114.794700 | 14060.51 | 13000.0 | 1114.79 | 0.0 | 0.0 | 0.0 | 14-Sep | 401.72 | NaN | 15-Dec | 0.0 |
| 24992 | 8500 | 8500 | 8500.00000 | 60 months | 10.74% | 183.72 | B | B4 | PPD | 3 years | MORTGAGE | 38000.0 | Source Verified | 11-Feb | Fully Paid | NaN | debt_consolidation | Credit Card Consolidation | 284xx | NC | 7.45 | 0 | Jul-93 | 1 | NaN | NaN | 5 | 0 | 8938 | 51.10% | 28 | 0.0 | 0.0 | 9990.175726 | 9990.18 | 8500.0 | 1490.18 | 0.0 | 0.0 | 0.0 | 13-Jan | 5950.77 | NaN | 16-Apr | 0.0 |
| 24993 | 14575 | 14575 | 5700.00000 | 60 months | 13.99% | 339.06 | C | C3 | PPD, Inc. | 10+ years | RENT | 45000.0 | Not Verified | 11-Jul | Fully Paid | Borrower added on 07/21/11 > I plan on using the funds to pay off high interest credit cards and to have one payment a month. I am a good risk based on my credit score and that I have always been current on my debt obligations. As you can see I have been with the same company for 11 years and the company is very stable and growing.<br/> Borrower added on 07/22/11 > In addition, the monthly payment on this loan is less that what I currently have been paying monthly for all my credit cards. I plan on paying the required amount every month for the loan but will often pay more than that especially when I get items such as tax returns. bonuses and employee stock sales.<br/> | debt_consolidation | Personal Loan | 284xx | NC | 24.96 | 0 | Aug-94 | 1 | NaN | NaN | 19 | 0 | 17670 | 29.20% | 40 | 0.0 | 0.0 | 16478.712190 | 6444.50 | 14575.0 | 1903.71 | 0.0 | 0.0 | 0.0 | 12-Aug | 12752.57 | NaN | 16-Mar | 0.0 |
| 24994 | 5500 | 5500 | 5500.00000 | 36 months | 14.96% | 190.55 | D | D2 | PPDG | 7 years | MORTGAGE | 52000.0 | Not Verified | 9-Oct | Fully Paid | 554340 added on 10/10/09 > TRY TO PAY OFF ALL MY DEBT ASAP.I AM GETTING THERE SO THANKS FOR ALL YOUR SUPPORT ....LUMI | debt_consolidation | FREEDOM | 320xx | FL | 18.74 | 0 | Aug-98 | 2 | NaN | NaN | 11 | 0 | 10655 | 58.20% | 37 | 0.0 | 0.0 | 6825.066783 | 6825.07 | 5500.0 | 1325.07 | 0.0 | 0.0 | 0.0 | 12-May | 1122.20 | NaN | 12-Jun | 0.0 |
| 24995 | 11450 | 11450 | 11450.00000 | 36 months | 8.49% | 361.40 | A | A5 | PPG Industries | 7 years | RENT | 40000.0 | Source Verified | 11-Jun | Fully Paid | Borrower added on 06/18/11 > I've been at my job for 7 years now. I want to pay off my high interest credit cards.<br/> Borrower added on 06/21/11 > I've never been late on payments.<br/> Borrower added on 06/27/11 > I want to pay of my credit card debt fast so that I can start planning on saving for a house.<br/> | debt_consolidation | Credit Card Consolidation | 980xx | WA | 21.21 | 0 | 4-Jan | 0 | NaN | NaN | 10 | 0 | 10192 | 34% | 15 | 0.0 | 0.0 | 13010.206030 | 13010.21 | 11450.0 | 1560.21 | 0.0 | 0.0 | 0.0 | 14-Jul | 382.90 | NaN | 16-May | 0.0 |
| 24996 | 24000 | 24000 | 21100.31424 | 60 months | 20.53% | 642.96 | G | G2 | PPG Industries | 10+ years | MORTGAGE | 74454.0 | Verified | 10-Aug | Fully Paid | Borrower added on 08/21/10 > Consolidating all revolving debt to fixed debt and improve my great credit score to A1 status.<br/> | debt_consolidation | C3myboy | 301xx | GA | 19.95 | 0 | Jun-98 | 3 | NaN | NaN | 9 | 0 | 29108 | 77.20% | 24 | 0.0 | 0.0 | 33765.068310 | 26978.96 | 24000.0 | 9765.07 | 0.0 | 0.0 | 0.0 | 13-Jan | 16500.39 | NaN | 16-May | 0.0 |
| 24997 | 14000 | 14000 | 11411.12089 | 36 months | 17.58% | 503.19 | F | F2 | PPG Industries | 10+ years | MORTGAGE | 86000.0 | Verified | 9-May | Fully Paid | I'm looking to consolidate high intrest loans and improve cash flow. | debt_consolidation | consolidation loan 001 | 440xx | OH | 21.93 | 0 | Jul-99 | 0 | NaN | 101.0 | 13 | 1 | 18991 | 95% | 26 | 0.0 | 0.0 | 17917.012900 | 14191.06 | 14000.0 | 3917.01 | 0.0 | 0.0 | 0.0 | 11-Oct | 3857.88 | NaN | 15-Jun | 1.0 |
| 24998 | 13400 | 13400 | 13400.00000 | 36 months | 13.06% | 451.89 | C | C2 | PPG Industries, INC | < 1 year | RENT | 62040.0 | Not Verified | 11-Jan | Fully Paid | Borrower added on 01/26/11 > I plan to use these funds to consolidate my credit cards that I used to pay off my relocation to my new job and buy furniture for the apartment. When I get this loan I will pay a lower interest than the amount I'm currently paying on my credit cards and will have a stable payment. Even when I was a student I've never missed a payment and because I'm building credit to later on buy a house I don't plan on doing it either. PPG industries, INC is a very stable company in which many of my co-workers have been working here over 30 or 40 years. The reason is that although there not the highest payers they are over the average and like I said there very stable. I work as a Mechanical Engineer developing projects. My income every month is $5,170 that subtracting taxes, health plan, 401k, saving account and all other deductions I get net of $3,900. I pay $950 monthly rent for my apartment and an average of $100 in utilities. Most of the payments that I'm making are for the credit cards, Mint.com suggested me to consolidate with you guys to save money and if all goes well I will.<br/> | debt_consolidation | Refinance Debt Loan | 706xx | LA | 18.84 | 0 | Sep-00 | 3 | NaN | NaN | 12 | 0 | 5389 | 41.80% | 14 | 0.0 | 0.0 | 16268.440550 | 16268.44 | 13400.0 | 2868.44 | 0.0 | 0.0 | 0.0 | 14-Feb | 475.29 | NaN | 14-Feb | 0.0 |